Face Generation

In this project, you'll use generative adversarial networks to generate new images of faces.

Get the Data

You'll be using two datasets in this project:

  • MNIST
  • CelebA

Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.

If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".

In [1]:
data_dir = './data'

# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'


"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper

helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)
Found mnist Data
Found celeba Data

Explore the Data

MNIST

As you're aware, the MNIST dataset contains images of handwritten digits. You can view the first number of examples by changing show_n_images.

In [2]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot

mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')
Out[2]:
<matplotlib.image.AxesImage at 0x7f7cf3508438>

CelebA

The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.

In [3]:
show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))
Out[3]:
<matplotlib.image.AxesImage at 0x7f7cf0316ba8>

Preprocess the Data

Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.

The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).

Build the Neural Network

You'll build the components necessary to build a GANs by implementing the following functions below:

  • model_inputs
  • discriminator
  • generator
  • model_loss
  • model_opt
  • train

Check the Version of TensorFlow and Access to GPU

This will check to make sure you have the correct version of TensorFlow and access to a GPU

In [4]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf

# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer.  You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))

# Check for a GPU
if not tf.test.gpu_device_name():
    warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))
TensorFlow Version: 1.0.1
Default GPU Device: /gpu:0

Input

Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:

  • Real input images placeholder with rank 4 using image_width, image_height, and image_channels.
  • Z input placeholder with rank 2 using z_dim.
  • Learning rate placeholder with rank 0.

Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)

In [5]:
import problem_unittests as tests

def model_inputs(image_width, image_height, image_channels, z_dim):
    """
    Create the model inputs
    :param image_width: The input image width
    :param image_height: The input image height
    :param image_channels: The number of image channels
    :param z_dim: The dimension of Z
    :return: Tuple of (tensor of real input images, tensor of z data, learning rate)
    """
    # TODO: Implement Function
    real_input = tf.placeholder(dtype=tf.float32, shape=[None, 28, 28, image_channels], name="real_input_images_ph")
    z = tf.placeholder(dtype=tf.float32, shape=[None, z_dim], name="generator_noise_input_ph")
    learning_rate = tf.placeholder(dtype=tf.float32, name="learning_rate_ph")
    return real_input, z, learning_rate


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)
Tests Passed
In [6]:
def dense(x, out_units):
    return tf.layers.dense(x, out_units, activation=None, use_bias=False, 
                           kernel_initializer=tf.random_normal_initializer(mean=0.0, stddev=0.02))

def conv2d(x, output_space):
    return tf.layers.conv2d(x, output_space, kernel_size=5, strides=2, padding="same", activation=None, 
                            use_bias=False, kernel_initializer=tf.random_normal_initializer(mean=0.0, stddev=0.02))

def leaky_relu(x, alpha=0.2):
     # non-linear activation function
    return tf.maximum(alpha * x, x)

Discriminator

Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variabes in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the generator, tensor logits of the generator).

In [7]:
def discriminator(images, reuse=False):
    """
    Create the discriminator network
    :param image: Tensor of input image(s) - shape = (None,28,28,3)
    :param reuse: Boolean if the weights should be reused
    :return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
    """

    with tf.variable_scope("discriminator", reuse=reuse):
        # Use LeakyReLU activation in the discriminator for all layers but the input layer.
        # convolution > Leaky RELUs, we do not use batch_norm on the first layer of the discriminator
        conv1 = conv2d(images, 64)
        conv1 = leaky_relu(conv1)
        
        # convolution > batch normalization > Leaky RELUs
        conv2 = conv2d(conv1, 128)
        conv2 = tf.layers.batch_normalization(conv2, training=True)
        conv2 = leaky_relu(conv2)
        
        conv3 = conv2d(conv2, 256)
        conv3 = tf.layers.batch_normalization(conv3, training=True)
        conv3 = leaky_relu(conv3) # non-linear activation function
        
        flatten = tf.contrib.layers.flatten(conv3)
        
        logits = dense(flatten, 1)
        output = tf.nn.sigmoid(logits)
        
    return output, logits


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)
Tests Passed

Generator

Implement generator to generate an image using z. This function should be able to reuse the variabes in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.

In [8]:
def generator(z, out_channel_dim, is_train=True):
    """
    Create the generator network
    :param z: Input z
    :param out_channel_dim: The number of channels in the output image
    :param is_train: Boolean if generator is being used for training
    :return: The tensor output of the generator
    """
    # Use ReLU activation in generator for all layers except for the output, which uses Tanh
    with tf.variable_scope('generator', reuse= not is_train):
        x = dense(z, 2*2*512)
        x = tf.reshape(x, [-1,2,2,512])
        x = tf.layers.batch_normalization(x, training=is_train)
        x = tf.nn.relu(x) 
        # shape=(?, 2, 2, 512)
        
        t_conv1 = tf.layers.conv2d_transpose(x, 256, 5, strides=2, padding="valid", activation=None, use_bias=False)
        t_conv1 = tf.layers.batch_normalization(t_conv1, training=is_train)
        t_conv1 = tf.nn.relu(t_conv1)
        # shape=(?, 7, 7, 256)
        
        t_conv2 = tf.layers.conv2d_transpose(t_conv1, 128, 5, strides=2, padding="same", activation=None, use_bias=False)
        t_conv2 = tf.layers.batch_normalization(t_conv2, training=is_train)
        t_conv2 = tf.nn.relu(t_conv2)
        # shape=(?, 14, 14, 128)
        
        # we do not apply batch normalization to the last layer of the generator
        # also, we apply tanh instead of relu to the output layer of the generator
        output = tf.layers.conv2d_transpose(t_conv2, out_channel_dim, 5, strides=2, padding="same", activation=tf.nn.tanh, use_bias=False)

        return output


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)
Tests Passed

Loss

Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:

  • discriminator(images, reuse=False)
  • generator(z, out_channel_dim, is_train=True)
In [9]:
def model_loss(input_real, input_z, out_channel_dim):
    """
    Get the loss for the discriminator and generator
    :param input_real: Images from the real dataset
    :param input_z: Z input
    :param out_channel_dim: The number of channels in the output image
    :return: A tuple of (discriminator loss, generator loss)
    """
    smooth = 0.1
    generated_image = generator(input_z, out_channel_dim, is_train=True)
    
    # we build 2 discriminator nets, one for real data one for fake data (comming from the generator)
    d_model_real, d_logits_real = discriminator(input_real, reuse=False)
    
    # reuse the variables here so that a new set of variables will not be created
    d_model_fake, d_logits_fake = discriminator(generated_image, reuse=True) 
    
    # since these are all real images, wee want the labels to be all ones, with label smoothing
    d_loss_real = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real, 
                                                                         labels=tf.ones_like(d_model_real) * (1 - smooth)))
    
    # Since we want the discriminator to output 1 for real images and 0 for fake images, the logits here are all zeros
    d_loss_fake = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, 
                                                                         labels=tf.zeros_like(d_model_fake)))
    
    # for the generator loss, we use the fake logits from the discriminator with labels all ones
    generator_loss = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, 
                                                                            labels=tf.ones_like(d_model_fake) * (1 - smooth)))
    
    # for the discriminator, the total loss is the sum of the losses for the real and fake images
    discriminator_loss = d_loss_real + d_loss_fake
    
    return discriminator_loss, generator_loss


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)
Tests Passed

Optimization

Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).

In [10]:
def model_opt(d_loss, g_loss, learning_rate, beta1):
    """
    Get optimization operations
    :param d_loss: Discriminator loss Tensor
    :param g_loss: Generator loss Tensor
    :param learning_rate: Learning Rate Placeholder
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :return: A tuple of (discriminator training operation, generator training operation)
    """
    all_vars = tf.trainable_variables()
    g_vars = [var for var in all_vars if var.name.startswith("generator")]
    d_vars = [var for var in all_vars if var.name.startswith("discriminator")]
    
    # If we don't include the update ops as dependencies on the train step, the 
    # tf.layers.batch_normalization layers won't update their population statistics,
    # which will cause the model to fail at inference time
    with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
        discriminator_train_op = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
        generator_train_op = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)

    return discriminator_train_op, generator_train_op


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)
Tests Passed

Neural Network Training

Show Output

Use this function to show the current output of the generator during training. It will help you determine how well the GANs is training.

In [11]:
"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np

def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
    """
    Show example output for the generator
    :param sess: TensorFlow session
    :param n_images: Number of Images to display
    :param input_z: Input Z Tensor
    :param out_channel_dim: The number of channels in the output image
    :param image_mode: The mode to use for images ("RGB" or "L")
    """
    cmap = None if image_mode == 'RGB' else 'gray'
    z_dim = input_z.get_shape().as_list()[-1]
    example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])

    samples = sess.run(
        generator(input_z, out_channel_dim, False),
        feed_dict={input_z: example_z})

    images_grid = helper.images_square_grid(samples, image_mode)
    pyplot.imshow(images_grid, cmap=cmap)
    pyplot.show()

Train

Implement train to build and train the GANs. Use the following functions you implemented:

  • model_inputs(image_width, image_height, image_channels, z_dim)
  • model_loss(input_real, input_z, out_channel_dim)
  • model_opt(d_loss, g_loss, learning_rate, beta1)

Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.

In [13]:
def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
    """
    Train the GAN
    :param epoch_count: Number of epochs
    :param batch_size: Batch Size
    :param z_dim: Z dimension
    :param learning_rate: Learning Rate
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :param get_batches: Function to get batches
    :param data_shape: Shape of the data
    :param data_image_mode: The image mode to use for images ("RGB" or "L")
    """

    image_width, image_height, image_channels = data_shape[1], data_shape[2], data_shape[3]
    
    # get the inputs and learning rate placeholders
    real_input, z, lr = model_inputs(image_width, image_height, image_channels, z_dim)
    
    # get the model loss operations
    d_loss, g_loss = model_loss(real_input, z, image_channels)
    
    # get the training operations
    d_train_op, g_train_op = model_opt(d_loss, g_loss, lr, beta1)

    with tf.Session() as sess:
        sess.run(tf.global_variables_initializer())
        for epoch_i in range(epoch_count):
            for batch_counter, batch_images in enumerate(get_batches(batch_size)):
                # normalize the batch images to be between -1 and 1
                batch_images *= 2
                
                # generate a random noise vector for feeding the generator
                batch_z = np.random.uniform(-1.0, 1.0, size=(batch_size, z_dim))
                
                # run network optimizers
                _, d_train_loss = sess.run([d_train_op, d_loss], feed_dict={real_input: batch_images, z: batch_z, lr: learning_rate})
                
                # considere to run the generator optimization operation twice to make sure the discriminator loss will NOT go to zero
                _, g_train_loss = sess.run([g_train_op, g_loss], feed_dict={real_input: batch_images, z: batch_z, lr: learning_rate})
                # _, g_train_loss = sess.run([g_train_op, g_loss], feed_dict={real_input: batch_images, z: batch_z, lr: learning_rate})

                # display the generator and discriminator loss during training
                if batch_counter % 10 == 0:
                    print("Epoch {}/{}...".format(epoch_i+1, epoch_count),
                          "Discriminator Loss: {:.4f}...".format(d_train_loss),
                          "Generator Loss: {:.4f}".format(g_train_loss))    
                
                # display some of the generator output images during training
                if batch_counter % 100 == 0:    
                    show_generator_output(sess, 20, z, image_channels, data_image_mode)

MNIST

Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.

In [14]:
batch_size = 128
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 10

mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
          mnist_dataset.shape, mnist_dataset.image_mode)
Epoch 1/10... Discriminator Loss: 1.8289... Generator Loss: 3.0356
Epoch 1/10... Discriminator Loss: 0.8060... Generator Loss: 6.1116
Epoch 1/10... Discriminator Loss: 0.6673... Generator Loss: 6.1384
Epoch 1/10... Discriminator Loss: 0.6128... Generator Loss: 5.5492
Epoch 1/10... Discriminator Loss: 0.6858... Generator Loss: 5.6026
Epoch 1/10... Discriminator Loss: 0.5178... Generator Loss: 4.0370
Epoch 1/10... Discriminator Loss: 0.4567... Generator Loss: 6.6727
Epoch 1/10... Discriminator Loss: 0.4849... Generator Loss: 4.9564
Epoch 1/10... Discriminator Loss: 0.6156... Generator Loss: 5.9406
Epoch 1/10... Discriminator Loss: 0.4148... Generator Loss: 3.7506
Epoch 1/10... Discriminator Loss: 0.5109... Generator Loss: 5.0279
Epoch 1/10... Discriminator Loss: 0.4563... Generator Loss: 4.7063
Epoch 1/10... Discriminator Loss: 0.6208... Generator Loss: 4.5739
Epoch 1/10... Discriminator Loss: 0.4730... Generator Loss: 4.2600
Epoch 1/10... Discriminator Loss: 0.4763... Generator Loss: 4.7375
Epoch 1/10... Discriminator Loss: 0.4795... Generator Loss: 3.4973
Epoch 1/10... Discriminator Loss: 0.5379... Generator Loss: 4.0865
Epoch 1/10... Discriminator Loss: 0.4704... Generator Loss: 3.8983
Epoch 1/10... Discriminator Loss: 0.4133... Generator Loss: 4.0757
Epoch 1/10... Discriminator Loss: 0.4258... Generator Loss: 4.7663
Epoch 1/10... Discriminator Loss: 0.4109... Generator Loss: 4.4972
Epoch 1/10... Discriminator Loss: 0.4417... Generator Loss: 4.8793
Epoch 1/10... Discriminator Loss: 0.4614... Generator Loss: 4.7986
Epoch 1/10... Discriminator Loss: 0.4111... Generator Loss: 4.1551
Epoch 1/10... Discriminator Loss: 0.4795... Generator Loss: 3.7431
Epoch 1/10... Discriminator Loss: 0.4800... Generator Loss: 3.4943
Epoch 1/10... Discriminator Loss: 0.4305... Generator Loss: 4.2943
Epoch 1/10... Discriminator Loss: 0.4544... Generator Loss: 4.1131
Epoch 1/10... Discriminator Loss: 0.4487... Generator Loss: 3.8108
Epoch 1/10... Discriminator Loss: 0.4224... Generator Loss: 3.6259
Epoch 1/10... Discriminator Loss: 0.4839... Generator Loss: 4.2630
Epoch 1/10... Discriminator Loss: 0.4615... Generator Loss: 4.0781
Epoch 1/10... Discriminator Loss: 0.5885... Generator Loss: 4.9578
Epoch 1/10... Discriminator Loss: 0.4881... Generator Loss: 3.6097
Epoch 1/10... Discriminator Loss: 0.5176... Generator Loss: 3.1193
Epoch 1/10... Discriminator Loss: 0.4344... Generator Loss: 4.4724
Epoch 1/10... Discriminator Loss: 0.4406... Generator Loss: 3.9667
Epoch 1/10... Discriminator Loss: 0.4413... Generator Loss: 4.0567
Epoch 1/10... Discriminator Loss: 0.6181... Generator Loss: 3.6221
Epoch 1/10... Discriminator Loss: 0.4341... Generator Loss: 4.1187
Epoch 1/10... Discriminator Loss: 0.4791... Generator Loss: 3.6221
Epoch 1/10... Discriminator Loss: 0.4108... Generator Loss: 4.2957
Epoch 1/10... Discriminator Loss: 0.4706... Generator Loss: 3.4861
Epoch 1/10... Discriminator Loss: 0.4896... Generator Loss: 3.7276
Epoch 1/10... Discriminator Loss: 0.4227... Generator Loss: 4.2172
Epoch 1/10... Discriminator Loss: 0.4652... Generator Loss: 3.0668
Epoch 1/10... Discriminator Loss: 0.4616... Generator Loss: 3.6496
Epoch 2/10... Discriminator Loss: 0.4578... Generator Loss: 3.8317
Epoch 2/10... Discriminator Loss: 0.5372... Generator Loss: 4.4035
Epoch 2/10... Discriminator Loss: 0.4436... Generator Loss: 4.3517
Epoch 2/10... Discriminator Loss: 0.4463... Generator Loss: 3.5384
Epoch 2/10... Discriminator Loss: 0.8113... Generator Loss: 2.5930
Epoch 2/10... Discriminator Loss: 0.5837... Generator Loss: 3.4538
Epoch 2/10... Discriminator Loss: 0.5603... Generator Loss: 3.5020
Epoch 2/10... Discriminator Loss: 0.4758... Generator Loss: 4.3786
Epoch 2/10... Discriminator Loss: 0.4847... Generator Loss: 3.7040
Epoch 2/10... Discriminator Loss: 0.5051... Generator Loss: 5.0259
Epoch 2/10... Discriminator Loss: 0.7279... Generator Loss: 5.9834
Epoch 2/10... Discriminator Loss: 0.6510... Generator Loss: 5.3239
Epoch 2/10... Discriminator Loss: 0.5023... Generator Loss: 4.2420
Epoch 2/10... Discriminator Loss: 0.7517... Generator Loss: 1.7330
Epoch 2/10... Discriminator Loss: 0.6974... Generator Loss: 5.6693
Epoch 2/10... Discriminator Loss: 0.5362... Generator Loss: 2.7835
Epoch 2/10... Discriminator Loss: 0.4955... Generator Loss: 3.4329
Epoch 2/10... Discriminator Loss: 0.5112... Generator Loss: 3.4043
Epoch 2/10... Discriminator Loss: 0.6366... Generator Loss: 3.7665
Epoch 2/10... Discriminator Loss: 0.5611... Generator Loss: 4.0904
Epoch 2/10... Discriminator Loss: 0.5937... Generator Loss: 2.3892
Epoch 2/10... Discriminator Loss: 0.5692... Generator Loss: 3.9585
Epoch 2/10... Discriminator Loss: 0.7773... Generator Loss: 2.9774
Epoch 2/10... Discriminator Loss: 0.5701... Generator Loss: 3.7870
Epoch 2/10... Discriminator Loss: 0.5240... Generator Loss: 3.0618
Epoch 2/10... Discriminator Loss: 0.5388... Generator Loss: 4.0750
Epoch 2/10... Discriminator Loss: 0.7905... Generator Loss: 5.8368
Epoch 2/10... Discriminator Loss: 0.6079... Generator Loss: 3.8112
Epoch 2/10... Discriminator Loss: 0.5874... Generator Loss: 3.1576
Epoch 2/10... Discriminator Loss: 0.5973... Generator Loss: 2.8620
Epoch 2/10... Discriminator Loss: 0.5285... Generator Loss: 3.3286
Epoch 2/10... Discriminator Loss: 0.5368... Generator Loss: 2.6805
Epoch 2/10... Discriminator Loss: 0.6537... Generator Loss: 2.9062
Epoch 2/10... Discriminator Loss: 0.7124... Generator Loss: 2.5623
Epoch 2/10... Discriminator Loss: 0.5728... Generator Loss: 2.9694
Epoch 2/10... Discriminator Loss: 0.5513... Generator Loss: 2.9138
Epoch 2/10... Discriminator Loss: 0.7985... Generator Loss: 1.6357
Epoch 2/10... Discriminator Loss: 0.6219... Generator Loss: 2.6957
Epoch 2/10... Discriminator Loss: 0.6320... Generator Loss: 2.3854
Epoch 2/10... Discriminator Loss: 0.9555... Generator Loss: 3.7651
Epoch 2/10... Discriminator Loss: 0.6796... Generator Loss: 3.3701
Epoch 2/10... Discriminator Loss: 0.5878... Generator Loss: 3.3101
Epoch 2/10... Discriminator Loss: 0.8931... Generator Loss: 5.4884
Epoch 2/10... Discriminator Loss: 0.6130... Generator Loss: 3.0055
Epoch 2/10... Discriminator Loss: 0.5500... Generator Loss: 3.3176
Epoch 2/10... Discriminator Loss: 0.8264... Generator Loss: 4.9027
Epoch 2/10... Discriminator Loss: 0.8198... Generator Loss: 4.2850
Epoch 3/10... Discriminator Loss: 1.0081... Generator Loss: 5.1661
Epoch 3/10... Discriminator Loss: 0.6792... Generator Loss: 3.7606
Epoch 3/10... Discriminator Loss: 0.6692... Generator Loss: 2.6596
Epoch 3/10... Discriminator Loss: 0.6394... Generator Loss: 2.9952
Epoch 3/10... Discriminator Loss: 0.8903... Generator Loss: 4.9327
Epoch 3/10... Discriminator Loss: 0.6136... Generator Loss: 3.0032
Epoch 3/10... Discriminator Loss: 0.6658... Generator Loss: 2.3498
Epoch 3/10... Discriminator Loss: 0.8355... Generator Loss: 3.5480
Epoch 3/10... Discriminator Loss: 0.5869... Generator Loss: 2.1903
Epoch 3/10... Discriminator Loss: 0.6860... Generator Loss: 2.2144
Epoch 3/10... Discriminator Loss: 0.6670... Generator Loss: 1.9672
Epoch 3/10... Discriminator Loss: 0.6567... Generator Loss: 2.5110
Epoch 3/10... Discriminator Loss: 0.7174... Generator Loss: 2.3586
Epoch 3/10... Discriminator Loss: 0.7469... Generator Loss: 2.5125
Epoch 3/10... Discriminator Loss: 0.6433... Generator Loss: 3.2138
Epoch 3/10... Discriminator Loss: 0.8670... Generator Loss: 2.7609
Epoch 3/10... Discriminator Loss: 0.6749... Generator Loss: 2.7708
Epoch 3/10... Discriminator Loss: 0.6796... Generator Loss: 2.3364
Epoch 3/10... Discriminator Loss: 0.8355... Generator Loss: 1.6003
Epoch 3/10... Discriminator Loss: 0.7510... Generator Loss: 1.9762
Epoch 3/10... Discriminator Loss: 0.6900... Generator Loss: 1.9750
Epoch 3/10... Discriminator Loss: 0.7550... Generator Loss: 1.7851
Epoch 3/10... Discriminator Loss: 0.6890... Generator Loss: 2.5239
Epoch 3/10... Discriminator Loss: 0.7851... Generator Loss: 2.6987
Epoch 3/10... Discriminator Loss: 0.7465... Generator Loss: 1.8890
Epoch 3/10... Discriminator Loss: 0.7045... Generator Loss: 2.5864
Epoch 3/10... Discriminator Loss: 1.1444... Generator Loss: 1.1047
Epoch 3/10... Discriminator Loss: 0.9157... Generator Loss: 3.2958
Epoch 3/10... Discriminator Loss: 0.7129... Generator Loss: 2.0811
Epoch 3/10... Discriminator Loss: 0.8363... Generator Loss: 2.1465
Epoch 3/10... Discriminator Loss: 0.7962... Generator Loss: 2.3817
Epoch 3/10... Discriminator Loss: 1.0857... Generator Loss: 1.0147
Epoch 3/10... Discriminator Loss: 0.8004... Generator Loss: 2.7412
Epoch 3/10... Discriminator Loss: 0.8925... Generator Loss: 1.2752
Epoch 3/10... Discriminator Loss: 1.3535... Generator Loss: 0.9258
Epoch 3/10... Discriminator Loss: 0.7431... Generator Loss: 2.3254
Epoch 3/10... Discriminator Loss: 0.8490... Generator Loss: 2.3554
Epoch 3/10... Discriminator Loss: 0.8964... Generator Loss: 2.5642
Epoch 3/10... Discriminator Loss: 0.9688... Generator Loss: 1.4294
Epoch 3/10... Discriminator Loss: 0.8002... Generator Loss: 2.8399
Epoch 3/10... Discriminator Loss: 0.8807... Generator Loss: 1.5482
Epoch 3/10... Discriminator Loss: 0.8777... Generator Loss: 2.7690
Epoch 3/10... Discriminator Loss: 1.7552... Generator Loss: 1.0045
Epoch 3/10... Discriminator Loss: 0.9079... Generator Loss: 1.5545
Epoch 3/10... Discriminator Loss: 0.8313... Generator Loss: 1.4488
Epoch 3/10... Discriminator Loss: 1.0726... Generator Loss: 2.7948
Epoch 3/10... Discriminator Loss: 0.8673... Generator Loss: 1.6640
Epoch 4/10... Discriminator Loss: 0.8869... Generator Loss: 2.3496
Epoch 4/10... Discriminator Loss: 0.9882... Generator Loss: 2.4148
Epoch 4/10... Discriminator Loss: 0.8773... Generator Loss: 1.5333
Epoch 4/10... Discriminator Loss: 1.1931... Generator Loss: 2.7174
Epoch 4/10... Discriminator Loss: 0.7994... Generator Loss: 1.8971
Epoch 4/10... Discriminator Loss: 0.8679... Generator Loss: 1.4508
Epoch 4/10... Discriminator Loss: 0.9388... Generator Loss: 1.3281
Epoch 4/10... Discriminator Loss: 0.9196... Generator Loss: 1.2572
Epoch 4/10... Discriminator Loss: 0.8338... Generator Loss: 1.4848
Epoch 4/10... Discriminator Loss: 1.4579... Generator Loss: 0.8524
Epoch 4/10... Discriminator Loss: 0.8942... Generator Loss: 1.2109
Epoch 4/10... Discriminator Loss: 1.0377... Generator Loss: 1.1035
Epoch 4/10... Discriminator Loss: 0.9186... Generator Loss: 1.8562
Epoch 4/10... Discriminator Loss: 0.8794... Generator Loss: 2.4090
Epoch 4/10... Discriminator Loss: 0.9167... Generator Loss: 1.2611
Epoch 4/10... Discriminator Loss: 0.9087... Generator Loss: 1.9430
Epoch 4/10... Discriminator Loss: 0.8466... Generator Loss: 1.3221
Epoch 4/10... Discriminator Loss: 0.9506... Generator Loss: 1.4489
Epoch 4/10... Discriminator Loss: 1.0859... Generator Loss: 3.2087
Epoch 4/10... Discriminator Loss: 0.8451... Generator Loss: 2.0038
Epoch 4/10... Discriminator Loss: 1.1870... Generator Loss: 3.3404
Epoch 4/10... Discriminator Loss: 0.9897... Generator Loss: 0.9706
Epoch 4/10... Discriminator Loss: 0.7777... Generator Loss: 1.6055
Epoch 4/10... Discriminator Loss: 0.8354... Generator Loss: 1.7208
Epoch 4/10... Discriminator Loss: 0.9175... Generator Loss: 1.2312
Epoch 4/10... Discriminator Loss: 1.1159... Generator Loss: 0.7843
Epoch 4/10... Discriminator Loss: 0.9629... Generator Loss: 1.2673
Epoch 4/10... Discriminator Loss: 0.9580... Generator Loss: 2.5160
Epoch 4/10... Discriminator Loss: 0.8388... Generator Loss: 2.0707
Epoch 4/10... Discriminator Loss: 0.8628... Generator Loss: 2.0534
Epoch 4/10... Discriminator Loss: 0.9583... Generator Loss: 2.4438
Epoch 4/10... Discriminator Loss: 0.8659... Generator Loss: 1.6121
Epoch 4/10... Discriminator Loss: 2.1729... Generator Loss: 0.5243
Epoch 4/10... Discriminator Loss: 0.9180... Generator Loss: 1.3376
Epoch 4/10... Discriminator Loss: 0.8841... Generator Loss: 1.5084
Epoch 4/10... Discriminator Loss: 0.9730... Generator Loss: 2.7919
Epoch 4/10... Discriminator Loss: 0.8434... Generator Loss: 1.5256
Epoch 4/10... Discriminator Loss: 0.8584... Generator Loss: 1.7545
Epoch 4/10... Discriminator Loss: 3.3191... Generator Loss: 0.4838
Epoch 4/10... Discriminator Loss: 0.8338... Generator Loss: 1.5688
Epoch 4/10... Discriminator Loss: 0.8839... Generator Loss: 1.6320
Epoch 4/10... Discriminator Loss: 0.8290... Generator Loss: 1.1925
Epoch 4/10... Discriminator Loss: 0.9737... Generator Loss: 1.9144
Epoch 4/10... Discriminator Loss: 0.8690... Generator Loss: 1.8194
Epoch 4/10... Discriminator Loss: 1.0757... Generator Loss: 1.9759
Epoch 4/10... Discriminator Loss: 0.9812... Generator Loss: 1.7330
Epoch 4/10... Discriminator Loss: 0.8119... Generator Loss: 1.5691
Epoch 5/10... Discriminator Loss: 0.8099... Generator Loss: 1.5052
Epoch 5/10... Discriminator Loss: 0.8844... Generator Loss: 1.6231
Epoch 5/10... Discriminator Loss: 1.2339... Generator Loss: 2.6925
Epoch 5/10... Discriminator Loss: 0.9241... Generator Loss: 1.4632
Epoch 5/10... Discriminator Loss: 0.9965... Generator Loss: 1.1001
Epoch 5/10... Discriminator Loss: 1.0545... Generator Loss: 0.9858
Epoch 5/10... Discriminator Loss: 0.8835... Generator Loss: 1.2591
Epoch 5/10... Discriminator Loss: 1.2389... Generator Loss: 3.2465
Epoch 5/10... Discriminator Loss: 0.8766... Generator Loss: 1.7279
Epoch 5/10... Discriminator Loss: 0.8629... Generator Loss: 1.6795
Epoch 5/10... Discriminator Loss: 0.8369... Generator Loss: 2.5066
Epoch 5/10... Discriminator Loss: 0.8549... Generator Loss: 1.6615
Epoch 5/10... Discriminator Loss: 0.8033... Generator Loss: 1.7521
Epoch 5/10... Discriminator Loss: 0.8495... Generator Loss: 1.5231
Epoch 5/10... Discriminator Loss: 0.9721... Generator Loss: 1.0520
Epoch 5/10... Discriminator Loss: 1.2299... Generator Loss: 1.0418
Epoch 5/10... Discriminator Loss: 0.9821... Generator Loss: 1.2381
Epoch 5/10... Discriminator Loss: 1.0404... Generator Loss: 0.9443
Epoch 5/10... Discriminator Loss: 0.8467... Generator Loss: 1.6263
Epoch 5/10... Discriminator Loss: 1.3392... Generator Loss: 1.9228
Epoch 5/10... Discriminator Loss: 0.9985... Generator Loss: 1.5119
Epoch 5/10... Discriminator Loss: 0.8918... Generator Loss: 1.4520
Epoch 5/10... Discriminator Loss: 0.9096... Generator Loss: 1.3836
Epoch 5/10... Discriminator Loss: 0.9865... Generator Loss: 2.1424
Epoch 5/10... Discriminator Loss: 0.8719... Generator Loss: 1.3554
Epoch 5/10... Discriminator Loss: 0.9593... Generator Loss: 1.6119
Epoch 5/10... Discriminator Loss: 2.4282... Generator Loss: 0.9506
Epoch 5/10... Discriminator Loss: 1.0094... Generator Loss: 1.6282
Epoch 5/10... Discriminator Loss: 0.9432... Generator Loss: 2.3376
Epoch 5/10... Discriminator Loss: 0.9429... Generator Loss: 1.6785
Epoch 5/10... Discriminator Loss: 0.8497... Generator Loss: 1.4507
Epoch 5/10... Discriminator Loss: 0.8963... Generator Loss: 1.8669
Epoch 5/10... Discriminator Loss: 1.0076... Generator Loss: 0.8202
Epoch 5/10... Discriminator Loss: 1.1197... Generator Loss: 1.1481
Epoch 5/10... Discriminator Loss: 1.1547... Generator Loss: 0.7887
Epoch 5/10... Discriminator Loss: 0.9319... Generator Loss: 1.8248
Epoch 5/10... Discriminator Loss: 0.8801... Generator Loss: 1.8132
Epoch 5/10... Discriminator Loss: 0.8506... Generator Loss: 1.1891
Epoch 5/10... Discriminator Loss: 0.8344... Generator Loss: 1.9659
Epoch 5/10... Discriminator Loss: 0.8140... Generator Loss: 1.7963
Epoch 5/10... Discriminator Loss: 1.1306... Generator Loss: 1.7170
Epoch 5/10... Discriminator Loss: 0.9760... Generator Loss: 1.2635
Epoch 5/10... Discriminator Loss: 1.0284... Generator Loss: 2.1372
Epoch 5/10... Discriminator Loss: 0.8318... Generator Loss: 2.0355
Epoch 5/10... Discriminator Loss: 1.0737... Generator Loss: 1.9533
Epoch 5/10... Discriminator Loss: 0.9844... Generator Loss: 2.0032
Epoch 5/10... Discriminator Loss: 0.8853... Generator Loss: 1.3845
Epoch 6/10... Discriminator Loss: 0.8089... Generator Loss: 1.8834
Epoch 6/10... Discriminator Loss: 1.3613... Generator Loss: 3.5394
Epoch 6/10... Discriminator Loss: 1.2553... Generator Loss: 1.2693
Epoch 6/10... Discriminator Loss: 1.0777... Generator Loss: 1.0075
Epoch 6/10... Discriminator Loss: 0.9062... Generator Loss: 1.4175
Epoch 6/10... Discriminator Loss: 1.0197... Generator Loss: 0.9372
Epoch 6/10... Discriminator Loss: 0.8548... Generator Loss: 1.3356
Epoch 6/10... Discriminator Loss: 1.0276... Generator Loss: 3.0736
Epoch 6/10... Discriminator Loss: 0.8125... Generator Loss: 1.4984
Epoch 6/10... Discriminator Loss: 0.8361... Generator Loss: 1.6336
Epoch 6/10... Discriminator Loss: 1.0573... Generator Loss: 3.0646
Epoch 6/10... Discriminator Loss: 1.0717... Generator Loss: 0.9937
Epoch 6/10... Discriminator Loss: 0.8389... Generator Loss: 1.6730
Epoch 6/10... Discriminator Loss: 0.8586... Generator Loss: 1.4016
Epoch 6/10... Discriminator Loss: 1.3442... Generator Loss: 0.7188
Epoch 6/10... Discriminator Loss: 1.0899... Generator Loss: 1.0965
Epoch 6/10... Discriminator Loss: 1.2569... Generator Loss: 0.7528
Epoch 6/10... Discriminator Loss: 0.9438... Generator Loss: 1.0967
Epoch 6/10... Discriminator Loss: 0.9256... Generator Loss: 1.6364
Epoch 6/10... Discriminator Loss: 0.8995... Generator Loss: 2.0840
Epoch 6/10... Discriminator Loss: 0.9008... Generator Loss: 1.2751
Epoch 6/10... Discriminator Loss: 0.8379... Generator Loss: 1.1965
Epoch 6/10... Discriminator Loss: 0.8317... Generator Loss: 1.3418
Epoch 6/10... Discriminator Loss: 0.8000... Generator Loss: 1.7916
Epoch 6/10... Discriminator Loss: 3.1911... Generator Loss: 3.8507
Epoch 6/10... Discriminator Loss: 1.0861... Generator Loss: 1.0364
Epoch 6/10... Discriminator Loss: 0.9185... Generator Loss: 1.2192
Epoch 6/10... Discriminator Loss: 1.0787... Generator Loss: 2.0792
Epoch 6/10... Discriminator Loss: 0.8961... Generator Loss: 1.9657
Epoch 6/10... Discriminator Loss: 0.8598... Generator Loss: 2.0941
Epoch 6/10... Discriminator Loss: 0.7741... Generator Loss: 1.6239
Epoch 6/10... Discriminator Loss: 0.9168... Generator Loss: 2.3367
Epoch 6/10... Discriminator Loss: 1.0423... Generator Loss: 1.3117
Epoch 6/10... Discriminator Loss: 0.8524... Generator Loss: 1.7373
Epoch 6/10... Discriminator Loss: 0.8930... Generator Loss: 1.2787
Epoch 6/10... Discriminator Loss: 0.8436... Generator Loss: 1.8621
Epoch 6/10... Discriminator Loss: 0.8445... Generator Loss: 1.2418
Epoch 6/10... Discriminator Loss: 1.4107... Generator Loss: 0.9156
Epoch 6/10... Discriminator Loss: 0.8753... Generator Loss: 1.5315
Epoch 6/10... Discriminator Loss: 0.8547... Generator Loss: 1.4096
Epoch 6/10... Discriminator Loss: 0.9439... Generator Loss: 0.9698
Epoch 6/10... Discriminator Loss: 0.9386... Generator Loss: 1.6606
Epoch 6/10... Discriminator Loss: 0.9552... Generator Loss: 1.7491
Epoch 6/10... Discriminator Loss: 0.8177... Generator Loss: 2.0522
Epoch 6/10... Discriminator Loss: 0.9283... Generator Loss: 0.8594
Epoch 6/10... Discriminator Loss: 0.9505... Generator Loss: 1.2081
Epoch 6/10... Discriminator Loss: 0.8680... Generator Loss: 1.7394
Epoch 7/10... Discriminator Loss: 0.7603... Generator Loss: 1.5026
Epoch 7/10... Discriminator Loss: 1.1353... Generator Loss: 2.0581
Epoch 7/10... Discriminator Loss: 0.7848... Generator Loss: 1.9019
Epoch 7/10... Discriminator Loss: 0.7664... Generator Loss: 1.4660
Epoch 7/10... Discriminator Loss: 0.8240... Generator Loss: 1.9779
Epoch 7/10... Discriminator Loss: 0.8386... Generator Loss: 1.2708
Epoch 7/10... Discriminator Loss: 0.8156... Generator Loss: 1.6620
Epoch 7/10... Discriminator Loss: 0.9025... Generator Loss: 1.2759
Epoch 7/10... Discriminator Loss: 1.0222... Generator Loss: 1.3505
Epoch 7/10... Discriminator Loss: 0.8730... Generator Loss: 2.0019
Epoch 7/10... Discriminator Loss: 0.7070... Generator Loss: 1.8193
Epoch 7/10... Discriminator Loss: 1.4873... Generator Loss: 0.8277
Epoch 7/10... Discriminator Loss: 0.9786... Generator Loss: 1.5909
Epoch 7/10... Discriminator Loss: 0.8633... Generator Loss: 1.4359
Epoch 7/10... Discriminator Loss: 0.9378... Generator Loss: 1.2015
Epoch 7/10... Discriminator Loss: 1.0397... Generator Loss: 1.7120
Epoch 7/10... Discriminator Loss: 0.9161... Generator Loss: 1.8501
Epoch 7/10... Discriminator Loss: 0.8075... Generator Loss: 1.5483
Epoch 7/10... Discriminator Loss: 1.0234... Generator Loss: 1.8827
Epoch 7/10... Discriminator Loss: 0.9089... Generator Loss: 1.2889
Epoch 7/10... Discriminator Loss: 0.9010... Generator Loss: 1.8695
Epoch 7/10... Discriminator Loss: 0.9984... Generator Loss: 1.6380
Epoch 7/10... Discriminator Loss: 0.7930... Generator Loss: 1.5825
Epoch 7/10... Discriminator Loss: 0.9135... Generator Loss: 2.4021
Epoch 7/10... Discriminator Loss: 0.8828... Generator Loss: 2.0259
Epoch 7/10... Discriminator Loss: 0.9088... Generator Loss: 1.8194
Epoch 7/10... Discriminator Loss: 0.8437... Generator Loss: 1.5342
Epoch 7/10... Discriminator Loss: 0.7985... Generator Loss: 2.1694
Epoch 7/10... Discriminator Loss: 0.9177... Generator Loss: 2.9763
Epoch 7/10... Discriminator Loss: 0.9509... Generator Loss: 2.1675
Epoch 7/10... Discriminator Loss: 0.9806... Generator Loss: 2.6928
Epoch 7/10... Discriminator Loss: 1.2690... Generator Loss: 0.9978
Epoch 7/10... Discriminator Loss: 0.7658... Generator Loss: 1.7127
Epoch 7/10... Discriminator Loss: 1.0868... Generator Loss: 1.2174
Epoch 7/10... Discriminator Loss: 0.8702... Generator Loss: 1.3098
Epoch 7/10... Discriminator Loss: 1.1242... Generator Loss: 0.8844
Epoch 7/10... Discriminator Loss: 0.8609... Generator Loss: 2.2632
Epoch 7/10... Discriminator Loss: 0.7969... Generator Loss: 2.1743
Epoch 7/10... Discriminator Loss: 0.9140... Generator Loss: 1.3082
Epoch 7/10... Discriminator Loss: 0.9420... Generator Loss: 2.3706
Epoch 7/10... Discriminator Loss: 1.0113... Generator Loss: 1.5261
Epoch 7/10... Discriminator Loss: 0.7645... Generator Loss: 1.5623
Epoch 7/10... Discriminator Loss: 0.8648... Generator Loss: 2.1859
Epoch 7/10... Discriminator Loss: 0.8408... Generator Loss: 2.2203
Epoch 7/10... Discriminator Loss: 0.7969... Generator Loss: 1.5087
Epoch 7/10... Discriminator Loss: 1.1175... Generator Loss: 1.4229
Epoch 7/10... Discriminator Loss: 0.8531... Generator Loss: 1.5919
Epoch 8/10... Discriminator Loss: 0.8077... Generator Loss: 2.9933
Epoch 8/10... Discriminator Loss: 0.9754... Generator Loss: 1.5528
Epoch 8/10... Discriminator Loss: 0.8871... Generator Loss: 2.2182
Epoch 8/10... Discriminator Loss: 0.7662... Generator Loss: 1.3065
Epoch 8/10... Discriminator Loss: 0.9870... Generator Loss: 1.2954
Epoch 8/10... Discriminator Loss: 0.8273... Generator Loss: 1.6323
Epoch 8/10... Discriminator Loss: 1.3029... Generator Loss: 1.2467
Epoch 8/10... Discriminator Loss: 0.8058... Generator Loss: 1.6790
Epoch 8/10... Discriminator Loss: 0.7649... Generator Loss: 1.9528
Epoch 8/10... Discriminator Loss: 2.1596... Generator Loss: 0.3804
Epoch 8/10... Discriminator Loss: 0.9827... Generator Loss: 1.4053
Epoch 8/10... Discriminator Loss: 0.8218... Generator Loss: 1.6872
Epoch 8/10... Discriminator Loss: 0.7919... Generator Loss: 1.8770
Epoch 8/10... Discriminator Loss: 0.8735... Generator Loss: 1.3581
Epoch 8/10... Discriminator Loss: 1.5031... Generator Loss: 0.7080
Epoch 8/10... Discriminator Loss: 0.9840... Generator Loss: 1.1467
Epoch 8/10... Discriminator Loss: 0.9200... Generator Loss: 1.4125
Epoch 8/10... Discriminator Loss: 0.8381... Generator Loss: 2.0661
Epoch 8/10... Discriminator Loss: 0.8193... Generator Loss: 1.4211
Epoch 8/10... Discriminator Loss: 0.9535... Generator Loss: 1.9420
Epoch 8/10... Discriminator Loss: 1.1570... Generator Loss: 1.7943
Epoch 8/10... Discriminator Loss: 0.8041... Generator Loss: 1.7300
Epoch 8/10... Discriminator Loss: 0.8211... Generator Loss: 1.8701
Epoch 8/10... Discriminator Loss: 0.7813... Generator Loss: 1.3414
Epoch 8/10... Discriminator Loss: 1.0133... Generator Loss: 2.8306
Epoch 8/10... Discriminator Loss: 0.8035... Generator Loss: 1.4240
Epoch 8/10... Discriminator Loss: 0.8294... Generator Loss: 1.4405
Epoch 8/10... Discriminator Loss: 1.8018... Generator Loss: 0.8815
Epoch 8/10... Discriminator Loss: 0.8298... Generator Loss: 2.2880
Epoch 8/10... Discriminator Loss: 0.8174... Generator Loss: 1.6284
Epoch 8/10... Discriminator Loss: 0.9802... Generator Loss: 1.0196
Epoch 8/10... Discriminator Loss: 0.9751... Generator Loss: 1.2873
Epoch 8/10... Discriminator Loss: 0.9452... Generator Loss: 1.3423
Epoch 8/10... Discriminator Loss: 0.9648... Generator Loss: 1.6344
Epoch 8/10... Discriminator Loss: 0.7531... Generator Loss: 1.9300
Epoch 8/10... Discriminator Loss: 0.8065... Generator Loss: 1.6552
Epoch 8/10... Discriminator Loss: 1.0773... Generator Loss: 0.7978
Epoch 8/10... Discriminator Loss: 0.8156... Generator Loss: 1.4424
Epoch 8/10... Discriminator Loss: 1.0601... Generator Loss: 1.5716
Epoch 8/10... Discriminator Loss: 1.0334... Generator Loss: 1.3635
Epoch 8/10... Discriminator Loss: 0.9847... Generator Loss: 1.1161
Epoch 8/10... Discriminator Loss: 0.8864... Generator Loss: 1.2516
Epoch 8/10... Discriminator Loss: 1.0620... Generator Loss: 0.5629
Epoch 8/10... Discriminator Loss: 0.9051... Generator Loss: 1.8455
Epoch 8/10... Discriminator Loss: 1.0717... Generator Loss: 2.5932
Epoch 8/10... Discriminator Loss: 0.9944... Generator Loss: 1.5292
Epoch 8/10... Discriminator Loss: 0.9881... Generator Loss: 1.9678
Epoch 9/10... Discriminator Loss: 0.7726... Generator Loss: 2.2058
Epoch 9/10... Discriminator Loss: 0.7637... Generator Loss: 1.8104
Epoch 9/10... Discriminator Loss: 0.7924... Generator Loss: 1.7328
Epoch 9/10... Discriminator Loss: 1.1434... Generator Loss: 0.8667
Epoch 9/10... Discriminator Loss: 0.9106... Generator Loss: 2.3349
Epoch 9/10... Discriminator Loss: 1.0566... Generator Loss: 0.9951
Epoch 9/10... Discriminator Loss: 0.7679... Generator Loss: 1.9040
Epoch 9/10... Discriminator Loss: 0.9176... Generator Loss: 2.0531
Epoch 9/10... Discriminator Loss: 0.7928... Generator Loss: 1.4928
Epoch 9/10... Discriminator Loss: 1.3237... Generator Loss: 1.0867
Epoch 9/10... Discriminator Loss: 0.8183... Generator Loss: 2.0066
Epoch 9/10... Discriminator Loss: 1.6247... Generator Loss: 0.6411
Epoch 9/10... Discriminator Loss: 1.0258... Generator Loss: 1.3044
Epoch 9/10... Discriminator Loss: 0.9171... Generator Loss: 1.1261
Epoch 9/10... Discriminator Loss: 0.9643... Generator Loss: 1.1225
Epoch 9/10... Discriminator Loss: 0.7983... Generator Loss: 1.4715
Epoch 9/10... Discriminator Loss: 0.8338... Generator Loss: 1.3973
Epoch 9/10... Discriminator Loss: 0.8721... Generator Loss: 2.0477
Epoch 9/10... Discriminator Loss: 1.5699... Generator Loss: 1.5608
Epoch 9/10... Discriminator Loss: 1.1862... Generator Loss: 1.1240
Epoch 9/10... Discriminator Loss: 1.1465... Generator Loss: 1.6755
Epoch 9/10... Discriminator Loss: 0.9856... Generator Loss: 1.6767
Epoch 9/10... Discriminator Loss: 0.8801... Generator Loss: 1.9620
Epoch 9/10... Discriminator Loss: 0.8580... Generator Loss: 2.3197
Epoch 9/10... Discriminator Loss: 0.8853... Generator Loss: 1.1066
Epoch 9/10... Discriminator Loss: 1.1310... Generator Loss: 3.2304
Epoch 9/10... Discriminator Loss: 1.0671... Generator Loss: 1.1866
Epoch 9/10... Discriminator Loss: 0.8142... Generator Loss: 1.5087
Epoch 9/10... Discriminator Loss: 0.8175... Generator Loss: 1.4952
Epoch 9/10... Discriminator Loss: 1.0059... Generator Loss: 1.4051
Epoch 9/10... Discriminator Loss: 0.7729... Generator Loss: 2.5292
Epoch 9/10... Discriminator Loss: 0.8606... Generator Loss: 1.5601
Epoch 9/10... Discriminator Loss: 0.8663... Generator Loss: 1.3323
Epoch 9/10... Discriminator Loss: 0.9031... Generator Loss: 1.1952
Epoch 9/10... Discriminator Loss: 0.9272... Generator Loss: 1.0793
Epoch 9/10... Discriminator Loss: 0.8022... Generator Loss: 1.6370
Epoch 9/10... Discriminator Loss: 0.9978... Generator Loss: 1.8664
Epoch 9/10... Discriminator Loss: 0.7837... Generator Loss: 1.6527
Epoch 9/10... Discriminator Loss: 0.7629... Generator Loss: 2.0416
Epoch 9/10... Discriminator Loss: 0.9657... Generator Loss: 2.8102
Epoch 9/10... Discriminator Loss: 1.0725... Generator Loss: 1.2807
Epoch 9/10... Discriminator Loss: 0.7536... Generator Loss: 1.7297
Epoch 9/10... Discriminator Loss: 1.1446... Generator Loss: 1.5010
Epoch 9/10... Discriminator Loss: 1.0500... Generator Loss: 1.4890
Epoch 9/10... Discriminator Loss: 0.8656... Generator Loss: 1.3039
Epoch 9/10... Discriminator Loss: 0.7361... Generator Loss: 1.8340
Epoch 9/10... Discriminator Loss: 1.0200... Generator Loss: 0.9573
Epoch 10/10... Discriminator Loss: 0.8243... Generator Loss: 2.2876
Epoch 10/10... Discriminator Loss: 0.8303... Generator Loss: 1.8721
Epoch 10/10... Discriminator Loss: 0.8075... Generator Loss: 2.5579
Epoch 10/10... Discriminator Loss: 0.7460... Generator Loss: 1.7696
Epoch 10/10... Discriminator Loss: 1.1158... Generator Loss: 1.0311
Epoch 10/10... Discriminator Loss: 0.8054... Generator Loss: 1.6662
Epoch 10/10... Discriminator Loss: 0.9186... Generator Loss: 2.6832
Epoch 10/10... Discriminator Loss: 0.8604... Generator Loss: 1.2887
Epoch 10/10... Discriminator Loss: 0.7722... Generator Loss: 1.5022
Epoch 10/10... Discriminator Loss: 0.8924... Generator Loss: 1.1503
Epoch 10/10... Discriminator Loss: 1.0524... Generator Loss: 1.5580
Epoch 10/10... Discriminator Loss: 0.8329... Generator Loss: 1.3972
Epoch 10/10... Discriminator Loss: 0.8324... Generator Loss: 1.6738
Epoch 10/10... Discriminator Loss: 0.8012... Generator Loss: 1.6332
Epoch 10/10... Discriminator Loss: 0.9043... Generator Loss: 1.4285
Epoch 10/10... Discriminator Loss: 0.9158... Generator Loss: 1.8217
Epoch 10/10... Discriminator Loss: 1.0629... Generator Loss: 1.1190
Epoch 10/10... Discriminator Loss: 0.8851... Generator Loss: 1.9819
Epoch 10/10... Discriminator Loss: 0.8187... Generator Loss: 1.8997
Epoch 10/10... Discriminator Loss: 0.9210... Generator Loss: 1.2025
Epoch 10/10... Discriminator Loss: 1.0909... Generator Loss: 1.4540
Epoch 10/10... Discriminator Loss: 1.0049... Generator Loss: 1.2549
Epoch 10/10... Discriminator Loss: 1.0098... Generator Loss: 2.0016
Epoch 10/10... Discriminator Loss: 0.9570... Generator Loss: 1.6405
Epoch 10/10... Discriminator Loss: 0.7560... Generator Loss: 1.6210
Epoch 10/10... Discriminator Loss: 0.8338... Generator Loss: 1.3872
Epoch 10/10... Discriminator Loss: 0.9840... Generator Loss: 1.1329
Epoch 10/10... Discriminator Loss: 0.7875... Generator Loss: 1.4480
Epoch 10/10... Discriminator Loss: 0.7386... Generator Loss: 2.2199
Epoch 10/10... Discriminator Loss: 0.7443... Generator Loss: 1.4864
Epoch 10/10... Discriminator Loss: 0.6847... Generator Loss: 2.5078
Epoch 10/10... Discriminator Loss: 1.1705... Generator Loss: 0.8676
Epoch 10/10... Discriminator Loss: 0.9029... Generator Loss: 2.1444
Epoch 10/10... Discriminator Loss: 0.8244... Generator Loss: 1.6562
Epoch 10/10... Discriminator Loss: 0.7315... Generator Loss: 1.7981
Epoch 10/10... Discriminator Loss: 0.8740... Generator Loss: 1.2135
Epoch 10/10... Discriminator Loss: 0.8736... Generator Loss: 1.8957
Epoch 10/10... Discriminator Loss: 0.7559... Generator Loss: 2.2128
Epoch 10/10... Discriminator Loss: 0.7039... Generator Loss: 2.1159
Epoch 10/10... Discriminator Loss: 1.3919... Generator Loss: 1.2937
Epoch 10/10... Discriminator Loss: 1.2211... Generator Loss: 0.9540
Epoch 10/10... Discriminator Loss: 0.9693... Generator Loss: 1.6672
Epoch 10/10... Discriminator Loss: 1.1371... Generator Loss: 1.4783
Epoch 10/10... Discriminator Loss: 0.8289... Generator Loss: 1.8493
Epoch 10/10... Discriminator Loss: 0.8385... Generator Loss: 1.6241
Epoch 10/10... Discriminator Loss: 0.9852... Generator Loss: 2.5193
Epoch 10/10... Discriminator Loss: 0.7704... Generator Loss: 1.6089

CelebA

Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.

In [15]:
batch_size = 128
z_dim = 100
learning_rate = 0.0002
beta1 = 0.5



"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 25

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
          celeba_dataset.shape, celeba_dataset.image_mode)
Epoch 1/25... Discriminator Loss: 1.1657... Generator Loss: 3.9644
Epoch 1/25... Discriminator Loss: 1.3379... Generator Loss: 5.8474
Epoch 1/25... Discriminator Loss: 0.9990... Generator Loss: 5.9690
Epoch 1/25... Discriminator Loss: 0.8662... Generator Loss: 5.3855
Epoch 1/25... Discriminator Loss: 0.8937... Generator Loss: 6.3943
Epoch 1/25... Discriminator Loss: 0.6907... Generator Loss: 6.0905
Epoch 1/25... Discriminator Loss: 0.6348... Generator Loss: 4.8645
Epoch 1/25... Discriminator Loss: 0.5983... Generator Loss: 5.0067
Epoch 1/25... Discriminator Loss: 0.5875... Generator Loss: 5.6049
Epoch 1/25... Discriminator Loss: 0.6614... Generator Loss: 4.2201
Epoch 1/25... Discriminator Loss: 0.5630... Generator Loss: 3.7237
Epoch 1/25... Discriminator Loss: 0.6087... Generator Loss: 5.9108
Epoch 1/25... Discriminator Loss: 0.7466... Generator Loss: 3.7985
Epoch 1/25... Discriminator Loss: 0.6074... Generator Loss: 5.2280
Epoch 1/25... Discriminator Loss: 0.5287... Generator Loss: 3.5727
Epoch 1/25... Discriminator Loss: 0.6090... Generator Loss: 4.5823
Epoch 1/25... Discriminator Loss: 0.4399... Generator Loss: 4.4540
Epoch 1/25... Discriminator Loss: 0.5092... Generator Loss: 3.9270
Epoch 1/25... Discriminator Loss: 0.5779... Generator Loss: 3.2662
Epoch 1/25... Discriminator Loss: 1.0096... Generator Loss: 3.9561
Epoch 1/25... Discriminator Loss: 0.8797... Generator Loss: 2.6920
Epoch 1/25... Discriminator Loss: 0.8382... Generator Loss: 2.9870
Epoch 1/25... Discriminator Loss: 0.6978... Generator Loss: 3.4041
Epoch 1/25... Discriminator Loss: 0.7078... Generator Loss: 3.2332
Epoch 1/25... Discriminator Loss: 0.4810... Generator Loss: 2.5158
Epoch 1/25... Discriminator Loss: 0.6033... Generator Loss: 3.7952
Epoch 1/25... Discriminator Loss: 0.8902... Generator Loss: 3.3311
Epoch 1/25... Discriminator Loss: 0.6005... Generator Loss: 2.8194
Epoch 1/25... Discriminator Loss: 1.1136... Generator Loss: 1.8822
Epoch 1/25... Discriminator Loss: 0.6887... Generator Loss: 3.5238
Epoch 1/25... Discriminator Loss: 0.9347... Generator Loss: 4.6982
Epoch 1/25... Discriminator Loss: 0.6289... Generator Loss: 3.6589
Epoch 1/25... Discriminator Loss: 0.9483... Generator Loss: 2.1025
Epoch 1/25... Discriminator Loss: 0.5876... Generator Loss: 3.9831
Epoch 1/25... Discriminator Loss: 0.6342... Generator Loss: 3.4590
Epoch 1/25... Discriminator Loss: 0.7914... Generator Loss: 2.8683
Epoch 1/25... Discriminator Loss: 0.6169... Generator Loss: 2.8483
Epoch 1/25... Discriminator Loss: 0.7921... Generator Loss: 2.9679
Epoch 1/25... Discriminator Loss: 0.6775... Generator Loss: 2.8225
Epoch 1/25... Discriminator Loss: 0.8328... Generator Loss: 2.0033
Epoch 1/25... Discriminator Loss: 0.7892... Generator Loss: 4.2101
Epoch 1/25... Discriminator Loss: 0.6801... Generator Loss: 2.4697
Epoch 1/25... Discriminator Loss: 0.6898... Generator Loss: 3.7459
Epoch 1/25... Discriminator Loss: 0.6827... Generator Loss: 3.6549
Epoch 1/25... Discriminator Loss: 0.7508... Generator Loss: 2.9511
Epoch 1/25... Discriminator Loss: 0.5732... Generator Loss: 3.2171
Epoch 1/25... Discriminator Loss: 0.5607... Generator Loss: 2.8434
Epoch 1/25... Discriminator Loss: 0.6231... Generator Loss: 2.7395
Epoch 1/25... Discriminator Loss: 0.6230... Generator Loss: 2.9792
Epoch 1/25... Discriminator Loss: 0.7319... Generator Loss: 2.0625
Epoch 1/25... Discriminator Loss: 0.6311... Generator Loss: 2.9990
Epoch 1/25... Discriminator Loss: 0.7748... Generator Loss: 3.1531
Epoch 1/25... Discriminator Loss: 0.6380... Generator Loss: 2.7938
Epoch 1/25... Discriminator Loss: 0.6093... Generator Loss: 2.5181
Epoch 1/25... Discriminator Loss: 0.5846... Generator Loss: 3.1591
Epoch 1/25... Discriminator Loss: 0.7424... Generator Loss: 2.2398
Epoch 1/25... Discriminator Loss: 0.6974... Generator Loss: 2.0910
Epoch 1/25... Discriminator Loss: 0.6631... Generator Loss: 2.6702
Epoch 1/25... Discriminator Loss: 0.8715... Generator Loss: 2.2867
Epoch 1/25... Discriminator Loss: 0.8085... Generator Loss: 3.1749
Epoch 1/25... Discriminator Loss: 0.9240... Generator Loss: 2.8238
Epoch 1/25... Discriminator Loss: 0.9075... Generator Loss: 1.9672
Epoch 1/25... Discriminator Loss: 0.7653... Generator Loss: 2.2076
Epoch 1/25... Discriminator Loss: 0.8448... Generator Loss: 2.2607
Epoch 1/25... Discriminator Loss: 0.8433... Generator Loss: 2.3561
Epoch 1/25... Discriminator Loss: 0.8455... Generator Loss: 2.7030
Epoch 1/25... Discriminator Loss: 1.1675... Generator Loss: 2.6626
Epoch 1/25... Discriminator Loss: 0.9989... Generator Loss: 1.5260
Epoch 1/25... Discriminator Loss: 1.0289... Generator Loss: 2.8720
Epoch 1/25... Discriminator Loss: 1.2806... Generator Loss: 1.2496
Epoch 1/25... Discriminator Loss: 1.1828... Generator Loss: 2.9874
Epoch 1/25... Discriminator Loss: 1.2335... Generator Loss: 3.0176
Epoch 1/25... Discriminator Loss: 1.4544... Generator Loss: 1.6135
Epoch 1/25... Discriminator Loss: 0.7847... Generator Loss: 2.4236
Epoch 1/25... Discriminator Loss: 0.9625... Generator Loss: 2.3554
Epoch 1/25... Discriminator Loss: 1.2913... Generator Loss: 1.6392
Epoch 1/25... Discriminator Loss: 0.8497... Generator Loss: 2.6723
Epoch 1/25... Discriminator Loss: 0.8646... Generator Loss: 2.0204
Epoch 1/25... Discriminator Loss: 1.1694... Generator Loss: 1.7247
Epoch 1/25... Discriminator Loss: 1.5692... Generator Loss: 3.5271
Epoch 1/25... Discriminator Loss: 1.1369... Generator Loss: 2.1429
Epoch 1/25... Discriminator Loss: 1.1031... Generator Loss: 2.7247
Epoch 1/25... Discriminator Loss: 1.7312... Generator Loss: 0.9619
Epoch 1/25... Discriminator Loss: 0.9988... Generator Loss: 1.7202
Epoch 1/25... Discriminator Loss: 1.2003... Generator Loss: 2.0211
Epoch 1/25... Discriminator Loss: 1.4491... Generator Loss: 2.4762
Epoch 1/25... Discriminator Loss: 0.8599... Generator Loss: 2.0170
Epoch 1/25... Discriminator Loss: 0.7994... Generator Loss: 2.3288
Epoch 1/25... Discriminator Loss: 0.8040... Generator Loss: 2.2201
Epoch 1/25... Discriminator Loss: 0.9467... Generator Loss: 1.7643
Epoch 1/25... Discriminator Loss: 1.1424... Generator Loss: 3.2014
Epoch 1/25... Discriminator Loss: 0.9438... Generator Loss: 1.1653
Epoch 1/25... Discriminator Loss: 0.8648... Generator Loss: 2.1236
Epoch 1/25... Discriminator Loss: 1.4726... Generator Loss: 4.3035
Epoch 1/25... Discriminator Loss: 0.8603... Generator Loss: 2.7187
Epoch 1/25... Discriminator Loss: 0.7430... Generator Loss: 2.1782
Epoch 1/25... Discriminator Loss: 0.9736... Generator Loss: 2.3224
Epoch 1/25... Discriminator Loss: 0.8954... Generator Loss: 2.2734
Epoch 1/25... Discriminator Loss: 0.7193... Generator Loss: 2.9433
Epoch 1/25... Discriminator Loss: 0.9779... Generator Loss: 1.8934
Epoch 1/25... Discriminator Loss: 0.8008... Generator Loss: 2.0198
Epoch 1/25... Discriminator Loss: 0.9344... Generator Loss: 3.6984
Epoch 1/25... Discriminator Loss: 0.8587... Generator Loss: 2.9168
Epoch 1/25... Discriminator Loss: 1.0043... Generator Loss: 2.3863
Epoch 1/25... Discriminator Loss: 0.8806... Generator Loss: 2.5324
Epoch 1/25... Discriminator Loss: 0.9315... Generator Loss: 1.8635
Epoch 1/25... Discriminator Loss: 0.6956... Generator Loss: 2.7271
Epoch 1/25... Discriminator Loss: 0.8873... Generator Loss: 2.1201
Epoch 1/25... Discriminator Loss: 0.6642... Generator Loss: 2.4326
Epoch 1/25... Discriminator Loss: 1.0780... Generator Loss: 2.8488
Epoch 1/25... Discriminator Loss: 0.7621... Generator Loss: 2.2610
Epoch 1/25... Discriminator Loss: 0.8301... Generator Loss: 3.4518
Epoch 1/25... Discriminator Loss: 0.8791... Generator Loss: 2.1215
Epoch 1/25... Discriminator Loss: 0.6423... Generator Loss: 2.0387
Epoch 1/25... Discriminator Loss: 1.0687... Generator Loss: 2.5391
Epoch 1/25... Discriminator Loss: 0.8114... Generator Loss: 2.6757
Epoch 1/25... Discriminator Loss: 0.8752... Generator Loss: 3.1048
Epoch 1/25... Discriminator Loss: 0.9303... Generator Loss: 1.5353
Epoch 1/25... Discriminator Loss: 0.9845... Generator Loss: 2.5444
Epoch 1/25... Discriminator Loss: 0.9014... Generator Loss: 2.4564
Epoch 1/25... Discriminator Loss: 0.7910... Generator Loss: 1.7555
Epoch 1/25... Discriminator Loss: 0.9109... Generator Loss: 1.7948
Epoch 1/25... Discriminator Loss: 0.7320... Generator Loss: 2.8570
Epoch 1/25... Discriminator Loss: 0.8243... Generator Loss: 2.0643
Epoch 1/25... Discriminator Loss: 0.8896... Generator Loss: 2.3026
Epoch 1/25... Discriminator Loss: 1.0995... Generator Loss: 2.8065
Epoch 1/25... Discriminator Loss: 0.8190... Generator Loss: 1.7650
Epoch 1/25... Discriminator Loss: 0.9157... Generator Loss: 2.1996
Epoch 1/25... Discriminator Loss: 0.7730... Generator Loss: 1.7084
Epoch 1/25... Discriminator Loss: 1.2109... Generator Loss: 1.3318
Epoch 1/25... Discriminator Loss: 1.0386... Generator Loss: 1.4017
Epoch 1/25... Discriminator Loss: 0.9950... Generator Loss: 1.3625
Epoch 1/25... Discriminator Loss: 0.6993... Generator Loss: 2.6599
Epoch 1/25... Discriminator Loss: 0.9679... Generator Loss: 2.3172
Epoch 1/25... Discriminator Loss: 1.0018... Generator Loss: 2.7157
Epoch 1/25... Discriminator Loss: 1.2110... Generator Loss: 4.0163
Epoch 1/25... Discriminator Loss: 1.2358... Generator Loss: 2.7610
Epoch 1/25... Discriminator Loss: 0.7305... Generator Loss: 2.5342
Epoch 1/25... Discriminator Loss: 0.7172... Generator Loss: 2.5419
Epoch 1/25... Discriminator Loss: 0.8363... Generator Loss: 1.7600
Epoch 1/25... Discriminator Loss: 0.8372... Generator Loss: 1.8295
Epoch 1/25... Discriminator Loss: 1.0673... Generator Loss: 1.6542
Epoch 1/25... Discriminator Loss: 1.3260... Generator Loss: 1.1050
Epoch 1/25... Discriminator Loss: 0.9213... Generator Loss: 2.0912
Epoch 1/25... Discriminator Loss: 1.1264... Generator Loss: 2.0264
Epoch 1/25... Discriminator Loss: 0.9234... Generator Loss: 3.7317
Epoch 1/25... Discriminator Loss: 0.6101... Generator Loss: 2.4851
Epoch 1/25... Discriminator Loss: 0.6770... Generator Loss: 2.2571
Epoch 1/25... Discriminator Loss: 0.9147... Generator Loss: 2.2104
Epoch 1/25... Discriminator Loss: 0.8959... Generator Loss: 2.4715
Epoch 1/25... Discriminator Loss: 1.0748... Generator Loss: 3.3371
Epoch 1/25... Discriminator Loss: 1.6753... Generator Loss: 1.2316
Epoch 1/25... Discriminator Loss: 0.8286... Generator Loss: 1.8435
Epoch 1/25... Discriminator Loss: 0.7813... Generator Loss: 2.6066
Epoch 1/25... Discriminator Loss: 1.0180... Generator Loss: 3.4308
Epoch 1/25... Discriminator Loss: 0.9648... Generator Loss: 3.5225
Epoch 1/25... Discriminator Loss: 0.9637... Generator Loss: 1.7162
Epoch 1/25... Discriminator Loss: 1.2086... Generator Loss: 1.6269
Epoch 1/25... Discriminator Loss: 1.0525... Generator Loss: 1.7622
Epoch 2/25... Discriminator Loss: 1.1000... Generator Loss: 1.3260
Epoch 2/25... Discriminator Loss: 0.7500... Generator Loss: 2.1348
Epoch 2/25... Discriminator Loss: 1.0810... Generator Loss: 1.1598
Epoch 2/25... Discriminator Loss: 0.9108... Generator Loss: 1.6086
Epoch 2/25... Discriminator Loss: 0.7230... Generator Loss: 2.1078
Epoch 2/25... Discriminator Loss: 0.8410... Generator Loss: 2.9156
Epoch 2/25... Discriminator Loss: 1.1103... Generator Loss: 1.3101
Epoch 2/25... Discriminator Loss: 0.8351... Generator Loss: 2.1989
Epoch 2/25... Discriminator Loss: 0.7392... Generator Loss: 1.9773
Epoch 2/25... Discriminator Loss: 1.1300... Generator Loss: 3.9259
Epoch 2/25... Discriminator Loss: 1.0637... Generator Loss: 2.8011
Epoch 2/25... Discriminator Loss: 0.8638... Generator Loss: 2.3240
Epoch 2/25... Discriminator Loss: 0.9794... Generator Loss: 1.3074
Epoch 2/25... Discriminator Loss: 0.9315... Generator Loss: 2.0466
Epoch 2/25... Discriminator Loss: 0.8731... Generator Loss: 1.6530
Epoch 2/25... Discriminator Loss: 0.8234... Generator Loss: 2.4523
Epoch 2/25... Discriminator Loss: 1.0384... Generator Loss: 1.9007
Epoch 2/25... Discriminator Loss: 0.7039... Generator Loss: 1.8869
Epoch 2/25... Discriminator Loss: 0.7062... Generator Loss: 2.2016
Epoch 2/25... Discriminator Loss: 0.7385... Generator Loss: 2.6104
Epoch 2/25... Discriminator Loss: 0.9181... Generator Loss: 2.2550
Epoch 2/25... Discriminator Loss: 0.8845... Generator Loss: 2.7088
Epoch 2/25... Discriminator Loss: 1.1287... Generator Loss: 3.4799
Epoch 2/25... Discriminator Loss: 2.0001... Generator Loss: 4.7624
Epoch 2/25... Discriminator Loss: 0.9481... Generator Loss: 1.7651
Epoch 2/25... Discriminator Loss: 1.0783... Generator Loss: 1.4830
Epoch 2/25... Discriminator Loss: 1.1645... Generator Loss: 1.3533
Epoch 2/25... Discriminator Loss: 0.7837... Generator Loss: 1.6256
Epoch 2/25... Discriminator Loss: 0.7366... Generator Loss: 1.8587
Epoch 2/25... Discriminator Loss: 1.1568... Generator Loss: 2.7162
Epoch 2/25... Discriminator Loss: 0.8128... Generator Loss: 2.1852
Epoch 2/25... Discriminator Loss: 0.8662... Generator Loss: 3.0212
Epoch 2/25... Discriminator Loss: 0.8441... Generator Loss: 1.4782
Epoch 2/25... Discriminator Loss: 0.9804... Generator Loss: 2.2429
Epoch 2/25... Discriminator Loss: 1.1125... Generator Loss: 1.9362
Epoch 2/25... Discriminator Loss: 1.0275... Generator Loss: 3.1507
Epoch 2/25... Discriminator Loss: 1.2968... Generator Loss: 3.6426
Epoch 2/25... Discriminator Loss: 1.0344... Generator Loss: 2.9876
Epoch 2/25... Discriminator Loss: 0.9434... Generator Loss: 3.2253
Epoch 2/25... Discriminator Loss: 0.6613... Generator Loss: 1.9010
Epoch 2/25... Discriminator Loss: 0.7759... Generator Loss: 1.9947
Epoch 2/25... Discriminator Loss: 1.2159... Generator Loss: 1.4846
Epoch 2/25... Discriminator Loss: 1.1908... Generator Loss: 3.2653
Epoch 2/25... Discriminator Loss: 1.1294... Generator Loss: 1.2397
Epoch 2/25... Discriminator Loss: 0.9523... Generator Loss: 2.0475
Epoch 2/25... Discriminator Loss: 1.2338... Generator Loss: 3.1332
Epoch 2/25... Discriminator Loss: 0.8216... Generator Loss: 2.3952
Epoch 2/25... Discriminator Loss: 1.0522... Generator Loss: 2.5021
Epoch 2/25... Discriminator Loss: 1.0881... Generator Loss: 1.7039
Epoch 2/25... Discriminator Loss: 1.0403... Generator Loss: 2.6950
Epoch 2/25... Discriminator Loss: 0.6958... Generator Loss: 1.9374
Epoch 2/25... Discriminator Loss: 0.6804... Generator Loss: 2.0172
Epoch 2/25... Discriminator Loss: 0.9632... Generator Loss: 1.8381
Epoch 2/25... Discriminator Loss: 0.7697... Generator Loss: 2.2476
Epoch 2/25... Discriminator Loss: 0.8350... Generator Loss: 2.1079
Epoch 2/25... Discriminator Loss: 1.1132... Generator Loss: 3.2600
Epoch 2/25... Discriminator Loss: 0.6383... Generator Loss: 2.3722
Epoch 2/25... Discriminator Loss: 0.6284... Generator Loss: 2.2288
Epoch 2/25... Discriminator Loss: 0.7524... Generator Loss: 2.9721
Epoch 2/25... Discriminator Loss: 1.5229... Generator Loss: 1.1548
Epoch 2/25... Discriminator Loss: 0.9419... Generator Loss: 2.7466
Epoch 2/25... Discriminator Loss: 0.7055... Generator Loss: 2.5092
Epoch 2/25... Discriminator Loss: 0.8389... Generator Loss: 3.0165
Epoch 2/25... Discriminator Loss: 0.6836... Generator Loss: 2.0756
Epoch 2/25... Discriminator Loss: 1.0084... Generator Loss: 1.7391
Epoch 2/25... Discriminator Loss: 0.8066... Generator Loss: 1.6466
Epoch 2/25... Discriminator Loss: 0.8703... Generator Loss: 1.6372
Epoch 2/25... Discriminator Loss: 0.6893... Generator Loss: 2.3250
Epoch 2/25... Discriminator Loss: 1.2952... Generator Loss: 3.0933
Epoch 2/25... Discriminator Loss: 1.8694... Generator Loss: 0.9457
Epoch 2/25... Discriminator Loss: 0.9916... Generator Loss: 1.8927
Epoch 2/25... Discriminator Loss: 0.9773... Generator Loss: 2.1452
Epoch 2/25... Discriminator Loss: 1.8686... Generator Loss: 4.0397
Epoch 2/25... Discriminator Loss: 1.0440... Generator Loss: 1.7525
Epoch 2/25... Discriminator Loss: 0.9701... Generator Loss: 2.3836
Epoch 2/25... Discriminator Loss: 1.1930... Generator Loss: 2.8333
Epoch 2/25... Discriminator Loss: 0.7639... Generator Loss: 1.8327
Epoch 2/25... Discriminator Loss: 1.3625... Generator Loss: 4.6976
Epoch 2/25... Discriminator Loss: 0.8200... Generator Loss: 2.0296
Epoch 2/25... Discriminator Loss: 0.9909... Generator Loss: 2.3053
Epoch 2/25... Discriminator Loss: 0.9808... Generator Loss: 3.1015
Epoch 2/25... Discriminator Loss: 0.6959... Generator Loss: 2.0586
Epoch 2/25... Discriminator Loss: 1.1601... Generator Loss: 1.7635
Epoch 2/25... Discriminator Loss: 1.4396... Generator Loss: 0.9063
Epoch 2/25... Discriminator Loss: 0.7085... Generator Loss: 2.1489
Epoch 2/25... Discriminator Loss: 1.1514... Generator Loss: 0.9691
Epoch 2/25... Discriminator Loss: 0.7822... Generator Loss: 2.0265
Epoch 2/25... Discriminator Loss: 0.7247... Generator Loss: 2.3916
Epoch 2/25... Discriminator Loss: 1.4417... Generator Loss: 1.0760
Epoch 2/25... Discriminator Loss: 1.2803... Generator Loss: 1.3747
Epoch 2/25... Discriminator Loss: 0.8327... Generator Loss: 1.7119
Epoch 2/25... Discriminator Loss: 1.1586... Generator Loss: 1.1926
Epoch 2/25... Discriminator Loss: 0.9481... Generator Loss: 3.1447
Epoch 2/25... Discriminator Loss: 1.1221... Generator Loss: 2.6425
Epoch 2/25... Discriminator Loss: 0.6844... Generator Loss: 2.0943
Epoch 2/25... Discriminator Loss: 1.0213... Generator Loss: 2.3468
Epoch 2/25... Discriminator Loss: 1.0876... Generator Loss: 2.1018
Epoch 2/25... Discriminator Loss: 0.7288... Generator Loss: 1.9029
Epoch 2/25... Discriminator Loss: 1.1893... Generator Loss: 3.6859
Epoch 2/25... Discriminator Loss: 1.0973... Generator Loss: 1.3678
Epoch 2/25... Discriminator Loss: 1.0434... Generator Loss: 2.5550
Epoch 2/25... Discriminator Loss: 1.0157... Generator Loss: 3.2667
Epoch 2/25... Discriminator Loss: 1.1995... Generator Loss: 2.2677
Epoch 2/25... Discriminator Loss: 1.0517... Generator Loss: 1.9734
Epoch 2/25... Discriminator Loss: 0.7902... Generator Loss: 2.0144
Epoch 2/25... Discriminator Loss: 1.0183... Generator Loss: 2.9232
Epoch 2/25... Discriminator Loss: 0.8266... Generator Loss: 2.1182
Epoch 2/25... Discriminator Loss: 0.8649... Generator Loss: 2.8715
Epoch 2/25... Discriminator Loss: 1.2404... Generator Loss: 2.1818
Epoch 2/25... Discriminator Loss: 1.0296... Generator Loss: 1.6496
Epoch 2/25... Discriminator Loss: 0.9920... Generator Loss: 1.7216
Epoch 2/25... Discriminator Loss: 0.6767... Generator Loss: 2.2151
Epoch 2/25... Discriminator Loss: 0.7131... Generator Loss: 2.0207
Epoch 2/25... Discriminator Loss: 0.9986... Generator Loss: 2.4926
Epoch 2/25... Discriminator Loss: 0.9684... Generator Loss: 1.8581
Epoch 2/25... Discriminator Loss: 0.7067... Generator Loss: 2.2777
Epoch 2/25... Discriminator Loss: 0.9548... Generator Loss: 1.9082
Epoch 2/25... Discriminator Loss: 1.2572... Generator Loss: 1.1542
Epoch 2/25... Discriminator Loss: 1.2658... Generator Loss: 2.5906
Epoch 2/25... Discriminator Loss: 0.9587... Generator Loss: 2.2011
Epoch 2/25... Discriminator Loss: 0.7596... Generator Loss: 2.1198
Epoch 2/25... Discriminator Loss: 1.0278... Generator Loss: 3.2078
Epoch 2/25... Discriminator Loss: 0.8393... Generator Loss: 1.4481
Epoch 2/25... Discriminator Loss: 0.9175... Generator Loss: 2.0434
Epoch 2/25... Discriminator Loss: 1.0126... Generator Loss: 1.7122
Epoch 2/25... Discriminator Loss: 2.4091... Generator Loss: 0.6580
Epoch 2/25... Discriminator Loss: 1.2211... Generator Loss: 1.9845
Epoch 2/25... Discriminator Loss: 0.9872... Generator Loss: 1.8958
Epoch 2/25... Discriminator Loss: 0.9285... Generator Loss: 1.4030
Epoch 2/25... Discriminator Loss: 0.8488... Generator Loss: 1.7690
Epoch 2/25... Discriminator Loss: 0.8943... Generator Loss: 3.1446
Epoch 2/25... Discriminator Loss: 0.9256... Generator Loss: 2.3586
Epoch 2/25... Discriminator Loss: 1.6889... Generator Loss: 1.2985
Epoch 2/25... Discriminator Loss: 0.8668... Generator Loss: 1.8634
Epoch 2/25... Discriminator Loss: 1.2389... Generator Loss: 1.1266
Epoch 2/25... Discriminator Loss: 0.8033... Generator Loss: 1.5861
Epoch 2/25... Discriminator Loss: 0.9555... Generator Loss: 1.6556
Epoch 2/25... Discriminator Loss: 0.7179... Generator Loss: 2.2372
Epoch 2/25... Discriminator Loss: 0.8742... Generator Loss: 2.2842
Epoch 2/25... Discriminator Loss: 1.2046... Generator Loss: 2.8435
Epoch 2/25... Discriminator Loss: 1.2492... Generator Loss: 1.3676
Epoch 2/25... Discriminator Loss: 1.5017... Generator Loss: 1.1920
Epoch 2/25... Discriminator Loss: 1.0628... Generator Loss: 1.3782
Epoch 2/25... Discriminator Loss: 1.0579... Generator Loss: 2.2644
Epoch 2/25... Discriminator Loss: 1.0891... Generator Loss: 2.9143
Epoch 2/25... Discriminator Loss: 0.9823... Generator Loss: 1.3475
Epoch 2/25... Discriminator Loss: 0.7959... Generator Loss: 1.9650
Epoch 2/25... Discriminator Loss: 0.8398... Generator Loss: 1.9326
Epoch 2/25... Discriminator Loss: 1.6121... Generator Loss: 1.2104
Epoch 2/25... Discriminator Loss: 0.7437... Generator Loss: 1.8229
Epoch 2/25... Discriminator Loss: 1.0143... Generator Loss: 1.9652
Epoch 2/25... Discriminator Loss: 0.8027... Generator Loss: 1.9943
Epoch 2/25... Discriminator Loss: 1.0092... Generator Loss: 1.8897
Epoch 2/25... Discriminator Loss: 1.0912... Generator Loss: 3.2312
Epoch 2/25... Discriminator Loss: 0.9911... Generator Loss: 2.0063
Epoch 2/25... Discriminator Loss: 1.1863... Generator Loss: 0.7123
Epoch 2/25... Discriminator Loss: 1.0265... Generator Loss: 1.7068
Epoch 2/25... Discriminator Loss: 0.7625... Generator Loss: 2.1291
Epoch 2/25... Discriminator Loss: 1.2912... Generator Loss: 3.6236
Epoch 3/25... Discriminator Loss: 1.4103... Generator Loss: 3.5465
Epoch 3/25... Discriminator Loss: 1.0330... Generator Loss: 2.2108
Epoch 3/25... Discriminator Loss: 0.8983... Generator Loss: 1.8241
Epoch 3/25... Discriminator Loss: 0.8067... Generator Loss: 2.5302
Epoch 3/25... Discriminator Loss: 0.6972... Generator Loss: 2.3054
Epoch 3/25... Discriminator Loss: 1.0913... Generator Loss: 1.9359
Epoch 3/25... Discriminator Loss: 0.9107... Generator Loss: 1.9501
Epoch 3/25... Discriminator Loss: 0.9436... Generator Loss: 2.6335
Epoch 3/25... Discriminator Loss: 0.7741... Generator Loss: 2.1836
Epoch 3/25... Discriminator Loss: 0.9712... Generator Loss: 0.9750
Epoch 3/25... Discriminator Loss: 0.8416... Generator Loss: 2.0991
Epoch 3/25... Discriminator Loss: 0.8655... Generator Loss: 1.9372
Epoch 3/25... Discriminator Loss: 0.8671... Generator Loss: 1.7238
Epoch 3/25... Discriminator Loss: 1.2514... Generator Loss: 3.5493
Epoch 3/25... Discriminator Loss: 0.9687... Generator Loss: 1.7266
Epoch 3/25... Discriminator Loss: 0.9750... Generator Loss: 1.4701
Epoch 3/25... Discriminator Loss: 1.4658... Generator Loss: 2.8709
Epoch 3/25... Discriminator Loss: 1.1639... Generator Loss: 2.8999
Epoch 3/25... Discriminator Loss: 0.9900... Generator Loss: 1.8278
Epoch 3/25... Discriminator Loss: 0.8739... Generator Loss: 1.7611
Epoch 3/25... Discriminator Loss: 0.8486... Generator Loss: 1.8689
Epoch 3/25... Discriminator Loss: 0.7859... Generator Loss: 1.7709
Epoch 3/25... Discriminator Loss: 1.0778... Generator Loss: 2.4954
Epoch 3/25... Discriminator Loss: 1.0213... Generator Loss: 1.8100
Epoch 3/25... Discriminator Loss: 0.8037... Generator Loss: 2.5237
Epoch 3/25... Discriminator Loss: 0.7793... Generator Loss: 2.1889
Epoch 3/25... Discriminator Loss: 0.9813... Generator Loss: 2.2729
Epoch 3/25... Discriminator Loss: 0.9056... Generator Loss: 1.9821
Epoch 3/25... Discriminator Loss: 1.0565... Generator Loss: 1.8000
Epoch 3/25... Discriminator Loss: 0.7963... Generator Loss: 2.7360
Epoch 3/25... Discriminator Loss: 1.5979... Generator Loss: 1.6719
Epoch 3/25... Discriminator Loss: 0.9172... Generator Loss: 1.8366
Epoch 3/25... Discriminator Loss: 1.0542... Generator Loss: 2.4210
Epoch 3/25... Discriminator Loss: 0.9957... Generator Loss: 1.4725
Epoch 3/25... Discriminator Loss: 1.2224... Generator Loss: 2.1598
Epoch 3/25... Discriminator Loss: 0.8899... Generator Loss: 1.5621
Epoch 3/25... Discriminator Loss: 0.7768... Generator Loss: 2.9073
Epoch 3/25... Discriminator Loss: 2.4452... Generator Loss: 0.8082
Epoch 3/25... Discriminator Loss: 1.1088... Generator Loss: 1.6130
Epoch 3/25... Discriminator Loss: 0.8887... Generator Loss: 1.9287
Epoch 3/25... Discriminator Loss: 1.3963... Generator Loss: 1.2919
Epoch 3/25... Discriminator Loss: 0.8376... Generator Loss: 1.8831
Epoch 3/25... Discriminator Loss: 1.0242... Generator Loss: 2.1095
Epoch 3/25... Discriminator Loss: 0.8583... Generator Loss: 1.8431
Epoch 3/25... Discriminator Loss: 0.9690... Generator Loss: 1.5427
Epoch 3/25... Discriminator Loss: 1.2528... Generator Loss: 2.8783
Epoch 3/25... Discriminator Loss: 1.0371... Generator Loss: 1.7309
Epoch 3/25... Discriminator Loss: 0.9561... Generator Loss: 1.8486
Epoch 3/25... Discriminator Loss: 0.7969... Generator Loss: 2.2901
Epoch 3/25... Discriminator Loss: 1.0081... Generator Loss: 2.0488
Epoch 3/25... Discriminator Loss: 1.0182... Generator Loss: 2.9152
Epoch 3/25... Discriminator Loss: 0.9460... Generator Loss: 1.4315
Epoch 3/25... Discriminator Loss: 0.9982... Generator Loss: 1.4994
Epoch 3/25... Discriminator Loss: 0.6587... Generator Loss: 2.3261
Epoch 3/25... Discriminator Loss: 0.8866... Generator Loss: 2.4706
Epoch 3/25... Discriminator Loss: 1.9885... Generator Loss: 3.9577
Epoch 3/25... Discriminator Loss: 1.5712... Generator Loss: 3.9795
Epoch 3/25... Discriminator Loss: 0.9979... Generator Loss: 1.8453
Epoch 3/25... Discriminator Loss: 1.0594... Generator Loss: 2.0652
Epoch 3/25... Discriminator Loss: 1.1064... Generator Loss: 2.7806
Epoch 3/25... Discriminator Loss: 1.0018... Generator Loss: 2.5561
Epoch 3/25... Discriminator Loss: 1.0158... Generator Loss: 2.7477
Epoch 3/25... Discriminator Loss: 1.2442... Generator Loss: 3.2423
Epoch 3/25... Discriminator Loss: 0.8359... Generator Loss: 1.9091
Epoch 3/25... Discriminator Loss: 0.8089... Generator Loss: 2.5059
Epoch 3/25... Discriminator Loss: 1.0026... Generator Loss: 2.5147
Epoch 3/25... Discriminator Loss: 1.1835... Generator Loss: 1.3236
Epoch 3/25... Discriminator Loss: 0.9319... Generator Loss: 1.7899
Epoch 3/25... Discriminator Loss: 0.7075... Generator Loss: 2.0954
Epoch 3/25... Discriminator Loss: 0.8794... Generator Loss: 1.6113
Epoch 3/25... Discriminator Loss: 1.3592... Generator Loss: 2.9285
Epoch 3/25... Discriminator Loss: 0.7183... Generator Loss: 1.8380
Epoch 3/25... Discriminator Loss: 0.9273... Generator Loss: 2.5164
Epoch 3/25... Discriminator Loss: 1.0669... Generator Loss: 1.3155
Epoch 3/25... Discriminator Loss: 0.8415... Generator Loss: 1.5301
Epoch 3/25... Discriminator Loss: 1.1541... Generator Loss: 2.5788
Epoch 3/25... Discriminator Loss: 0.8249... Generator Loss: 1.9194
Epoch 3/25... Discriminator Loss: 0.8874... Generator Loss: 1.5584
Epoch 3/25... Discriminator Loss: 1.0660... Generator Loss: 2.1335
Epoch 3/25... Discriminator Loss: 0.9779... Generator Loss: 2.3454
Epoch 3/25... Discriminator Loss: 1.0260... Generator Loss: 1.6735
Epoch 3/25... Discriminator Loss: 0.8883... Generator Loss: 1.8992
Epoch 3/25... Discriminator Loss: 0.9758... Generator Loss: 1.7715
Epoch 3/25... Discriminator Loss: 1.0726... Generator Loss: 1.3658
Epoch 3/25... Discriminator Loss: 0.8966... Generator Loss: 1.8713
Epoch 3/25... Discriminator Loss: 0.8731... Generator Loss: 2.0641
Epoch 3/25... Discriminator Loss: 0.8188... Generator Loss: 2.2691
Epoch 3/25... Discriminator Loss: 1.0784... Generator Loss: 2.7901
Epoch 3/25... Discriminator Loss: 0.8408... Generator Loss: 2.4725
Epoch 3/25... Discriminator Loss: 0.9159... Generator Loss: 1.7598
Epoch 3/25... Discriminator Loss: 0.9177... Generator Loss: 2.3460
Epoch 3/25... Discriminator Loss: 0.7723... Generator Loss: 1.9377
Epoch 3/25... Discriminator Loss: 0.6796... Generator Loss: 2.5239
Epoch 3/25... Discriminator Loss: 1.0504... Generator Loss: 1.3172
Epoch 3/25... Discriminator Loss: 1.1474... Generator Loss: 2.5284
Epoch 3/25... Discriminator Loss: 1.1620... Generator Loss: 2.5337
Epoch 3/25... Discriminator Loss: 1.0180... Generator Loss: 2.1979
Epoch 3/25... Discriminator Loss: 0.8618... Generator Loss: 1.5196
Epoch 3/25... Discriminator Loss: 0.9159... Generator Loss: 1.9630
Epoch 3/25... Discriminator Loss: 0.9012... Generator Loss: 1.8822
Epoch 3/25... Discriminator Loss: 0.9203... Generator Loss: 2.0055
Epoch 3/25... Discriminator Loss: 0.7016... Generator Loss: 2.1526
Epoch 3/25... Discriminator Loss: 0.8239... Generator Loss: 1.9120
Epoch 3/25... Discriminator Loss: 1.0042... Generator Loss: 1.6065
Epoch 3/25... Discriminator Loss: 1.0801... Generator Loss: 2.0383
Epoch 3/25... Discriminator Loss: 1.1698... Generator Loss: 2.7091
Epoch 3/25... Discriminator Loss: 0.9305... Generator Loss: 2.6816
Epoch 3/25... Discriminator Loss: 0.7513... Generator Loss: 1.9406
Epoch 3/25... Discriminator Loss: 0.7845... Generator Loss: 1.9692
Epoch 3/25... Discriminator Loss: 0.9712... Generator Loss: 1.5708
Epoch 3/25... Discriminator Loss: 1.1545... Generator Loss: 1.7483
Epoch 3/25... Discriminator Loss: 0.9516... Generator Loss: 2.4873
Epoch 3/25... Discriminator Loss: 0.8622... Generator Loss: 1.6898
Epoch 3/25... Discriminator Loss: 0.7645... Generator Loss: 2.3186
Epoch 3/25... Discriminator Loss: 1.0152... Generator Loss: 1.0935
Epoch 3/25... Discriminator Loss: 1.3183... Generator Loss: 2.9478
Epoch 3/25... Discriminator Loss: 0.9052... Generator Loss: 1.9153
Epoch 3/25... Discriminator Loss: 0.9580... Generator Loss: 1.5180
Epoch 3/25... Discriminator Loss: 0.8888... Generator Loss: 1.4656
Epoch 3/25... Discriminator Loss: 0.9839... Generator Loss: 2.0587
Epoch 3/25... Discriminator Loss: 0.7291... Generator Loss: 1.9025
Epoch 3/25... Discriminator Loss: 1.4451... Generator Loss: 1.1533
Epoch 3/25... Discriminator Loss: 2.0005... Generator Loss: 0.4199
Epoch 3/25... Discriminator Loss: 1.1419... Generator Loss: 1.3861
Epoch 3/25... Discriminator Loss: 1.0839... Generator Loss: 2.2399
Epoch 3/25... Discriminator Loss: 0.6897... Generator Loss: 2.3977
Epoch 3/25... Discriminator Loss: 0.8026... Generator Loss: 1.6577
Epoch 3/25... Discriminator Loss: 0.9760... Generator Loss: 1.9363
Epoch 3/25... Discriminator Loss: 1.1413... Generator Loss: 1.4599
Epoch 3/25... Discriminator Loss: 0.9835... Generator Loss: 1.6450
Epoch 3/25... Discriminator Loss: 0.8889... Generator Loss: 1.9773
Epoch 3/25... Discriminator Loss: 0.8866... Generator Loss: 1.6675
Epoch 3/25... Discriminator Loss: 0.8128... Generator Loss: 1.5682
Epoch 3/25... Discriminator Loss: 1.2018... Generator Loss: 2.1037
Epoch 3/25... Discriminator Loss: 1.1131... Generator Loss: 1.5375
Epoch 3/25... Discriminator Loss: 0.7624... Generator Loss: 2.4037
Epoch 3/25... Discriminator Loss: 1.0073... Generator Loss: 1.5354
Epoch 3/25... Discriminator Loss: 1.0153... Generator Loss: 2.6294
Epoch 3/25... Discriminator Loss: 1.0922... Generator Loss: 2.0322
Epoch 3/25... Discriminator Loss: 1.1206... Generator Loss: 2.8557
Epoch 3/25... Discriminator Loss: 1.4856... Generator Loss: 0.9352
Epoch 3/25... Discriminator Loss: 1.2192... Generator Loss: 1.5427
Epoch 3/25... Discriminator Loss: 1.1019... Generator Loss: 1.0929
Epoch 3/25... Discriminator Loss: 0.9806... Generator Loss: 1.6495
Epoch 3/25... Discriminator Loss: 1.0982... Generator Loss: 1.6477
Epoch 3/25... Discriminator Loss: 1.2584... Generator Loss: 2.9619
Epoch 3/25... Discriminator Loss: 0.9311... Generator Loss: 1.5353
Epoch 3/25... Discriminator Loss: 1.0005... Generator Loss: 1.5867
Epoch 3/25... Discriminator Loss: 1.2557... Generator Loss: 0.9754
Epoch 3/25... Discriminator Loss: 1.0112... Generator Loss: 2.1430
Epoch 3/25... Discriminator Loss: 0.7687... Generator Loss: 2.3249
Epoch 3/25... Discriminator Loss: 1.3396... Generator Loss: 2.8859
Epoch 3/25... Discriminator Loss: 0.8328... Generator Loss: 2.1810
Epoch 3/25... Discriminator Loss: 0.9354... Generator Loss: 1.5942
Epoch 3/25... Discriminator Loss: 1.5398... Generator Loss: 3.6378
Epoch 3/25... Discriminator Loss: 0.9869... Generator Loss: 1.9535
Epoch 3/25... Discriminator Loss: 0.9184... Generator Loss: 2.0976
Epoch 3/25... Discriminator Loss: 1.0241... Generator Loss: 1.6784
Epoch 3/25... Discriminator Loss: 0.8957... Generator Loss: 2.0023
Epoch 4/25... Discriminator Loss: 0.9409... Generator Loss: 2.3803
Epoch 4/25... Discriminator Loss: 1.1469... Generator Loss: 1.5609
Epoch 4/25... Discriminator Loss: 0.9205... Generator Loss: 2.4331
Epoch 4/25... Discriminator Loss: 1.0042... Generator Loss: 1.4258
Epoch 4/25... Discriminator Loss: 1.1313... Generator Loss: 2.4156
Epoch 4/25... Discriminator Loss: 1.1994... Generator Loss: 1.7790
Epoch 4/25... Discriminator Loss: 1.0031... Generator Loss: 2.2671
Epoch 4/25... Discriminator Loss: 0.8308... Generator Loss: 1.7626
Epoch 4/25... Discriminator Loss: 0.8557... Generator Loss: 1.7827
Epoch 4/25... Discriminator Loss: 1.6520... Generator Loss: 1.2425
Epoch 4/25... Discriminator Loss: 0.8968... Generator Loss: 2.1671
Epoch 4/25... Discriminator Loss: 0.9438... Generator Loss: 1.6871
Epoch 4/25... Discriminator Loss: 0.9691... Generator Loss: 1.4747
Epoch 4/25... Discriminator Loss: 1.1384... Generator Loss: 2.5572
Epoch 4/25... Discriminator Loss: 0.6484... Generator Loss: 2.5352
Epoch 4/25... Discriminator Loss: 1.1493... Generator Loss: 3.5945
Epoch 4/25... Discriminator Loss: 1.1814... Generator Loss: 1.7518
Epoch 4/25... Discriminator Loss: 1.0481... Generator Loss: 2.5124
Epoch 4/25... Discriminator Loss: 1.0372... Generator Loss: 1.4882
Epoch 4/25... Discriminator Loss: 0.9013... Generator Loss: 1.7636
Epoch 4/25... Discriminator Loss: 0.8782... Generator Loss: 1.9799
Epoch 4/25... Discriminator Loss: 1.0834... Generator Loss: 1.2692
Epoch 4/25... Discriminator Loss: 1.0064... Generator Loss: 1.5874
Epoch 4/25... Discriminator Loss: 0.8416... Generator Loss: 1.6685
Epoch 4/25... Discriminator Loss: 0.8214... Generator Loss: 1.7797
Epoch 4/25... Discriminator Loss: 1.3940... Generator Loss: 2.8081
Epoch 4/25... Discriminator Loss: 0.8898... Generator Loss: 1.7596
Epoch 4/25... Discriminator Loss: 0.9567... Generator Loss: 2.0623
Epoch 4/25... Discriminator Loss: 0.9181... Generator Loss: 1.5805
Epoch 4/25... Discriminator Loss: 1.0408... Generator Loss: 2.0255
Epoch 4/25... Discriminator Loss: 1.1887... Generator Loss: 1.5316
Epoch 4/25... Discriminator Loss: 0.9293... Generator Loss: 1.6731
Epoch 4/25... Discriminator Loss: 1.6458... Generator Loss: 1.1425
Epoch 4/25... Discriminator Loss: 0.9810... Generator Loss: 1.7973
Epoch 4/25... Discriminator Loss: 0.8973... Generator Loss: 1.6331
Epoch 4/25... Discriminator Loss: 1.1068... Generator Loss: 2.8892
Epoch 4/25... Discriminator Loss: 1.0429... Generator Loss: 2.4854
Epoch 4/25... Discriminator Loss: 0.8215... Generator Loss: 1.8044
Epoch 4/25... Discriminator Loss: 0.9295... Generator Loss: 1.6057
Epoch 4/25... Discriminator Loss: 1.2037... Generator Loss: 2.2050
Epoch 4/25... Discriminator Loss: 1.1356... Generator Loss: 1.2261
Epoch 4/25... Discriminator Loss: 1.0103... Generator Loss: 1.2990
Epoch 4/25... Discriminator Loss: 0.9210... Generator Loss: 1.9523
Epoch 4/25... Discriminator Loss: 0.8901... Generator Loss: 1.7235
Epoch 4/25... Discriminator Loss: 1.0290... Generator Loss: 1.1616
Epoch 4/25... Discriminator Loss: 1.1673... Generator Loss: 2.5694
Epoch 4/25... Discriminator Loss: 0.9288... Generator Loss: 1.7861
Epoch 4/25... Discriminator Loss: 1.0466... Generator Loss: 1.5202
Epoch 4/25... Discriminator Loss: 0.9435... Generator Loss: 1.6112
Epoch 4/25... Discriminator Loss: 1.0330... Generator Loss: 1.8492
Epoch 4/25... Discriminator Loss: 0.9531... Generator Loss: 2.2908
Epoch 4/25... Discriminator Loss: 0.8145... Generator Loss: 1.9840
Epoch 4/25... Discriminator Loss: 1.3600... Generator Loss: 1.0457
Epoch 4/25... Discriminator Loss: 0.8082... Generator Loss: 2.0558
Epoch 4/25... Discriminator Loss: 1.1370... Generator Loss: 1.4601
Epoch 4/25... Discriminator Loss: 1.0734... Generator Loss: 2.2788
Epoch 4/25... Discriminator Loss: 1.1628... Generator Loss: 4.0115
Epoch 4/25... Discriminator Loss: 1.1397... Generator Loss: 1.4076
Epoch 4/25... Discriminator Loss: 1.1193... Generator Loss: 1.7762
Epoch 4/25... Discriminator Loss: 0.9436... Generator Loss: 1.9004
Epoch 4/25... Discriminator Loss: 1.2056... Generator Loss: 2.4777
Epoch 4/25... Discriminator Loss: 0.9956... Generator Loss: 1.3776
Epoch 4/25... Discriminator Loss: 0.9138... Generator Loss: 2.4446
Epoch 4/25... Discriminator Loss: 1.3072... Generator Loss: 0.8663
Epoch 4/25... Discriminator Loss: 1.0156... Generator Loss: 1.7912
Epoch 4/25... Discriminator Loss: 1.2251... Generator Loss: 2.2430
Epoch 4/25... Discriminator Loss: 0.8688... Generator Loss: 1.5132
Epoch 4/25... Discriminator Loss: 1.0986... Generator Loss: 1.2875
Epoch 4/25... Discriminator Loss: 1.1322... Generator Loss: 1.3151
Epoch 4/25... Discriminator Loss: 1.0124... Generator Loss: 1.1861
Epoch 4/25... Discriminator Loss: 1.0492... Generator Loss: 2.6291
Epoch 4/25... Discriminator Loss: 1.2638... Generator Loss: 1.5549
Epoch 4/25... Discriminator Loss: 1.0535... Generator Loss: 2.1932
Epoch 4/25... Discriminator Loss: 0.8866... Generator Loss: 1.2346
Epoch 4/25... Discriminator Loss: 1.0892... Generator Loss: 1.3936
Epoch 4/25... Discriminator Loss: 1.0135... Generator Loss: 2.1012
Epoch 4/25... Discriminator Loss: 1.0657... Generator Loss: 1.4780
Epoch 4/25... Discriminator Loss: 0.9273... Generator Loss: 1.4285
Epoch 4/25... Discriminator Loss: 0.8103... Generator Loss: 1.7739
Epoch 4/25... Discriminator Loss: 0.9546... Generator Loss: 2.5916
Epoch 4/25... Discriminator Loss: 1.1059... Generator Loss: 2.6092
Epoch 4/25... Discriminator Loss: 0.9141... Generator Loss: 1.4454
Epoch 4/25... Discriminator Loss: 1.0167... Generator Loss: 1.3950
Epoch 4/25... Discriminator Loss: 1.0430... Generator Loss: 1.9212
Epoch 4/25... Discriminator Loss: 0.8672... Generator Loss: 1.9351
Epoch 4/25... Discriminator Loss: 0.9738... Generator Loss: 1.3241
Epoch 4/25... Discriminator Loss: 1.0348... Generator Loss: 1.9258
Epoch 4/25... Discriminator Loss: 1.0154... Generator Loss: 2.1018
Epoch 4/25... Discriminator Loss: 0.9076... Generator Loss: 1.8596
Epoch 4/25... Discriminator Loss: 0.9589... Generator Loss: 1.7377
Epoch 4/25... Discriminator Loss: 1.0190... Generator Loss: 2.8204
Epoch 4/25... Discriminator Loss: 0.9734... Generator Loss: 1.5906
Epoch 4/25... Discriminator Loss: 0.9086... Generator Loss: 1.5994
Epoch 4/25... Discriminator Loss: 1.1494... Generator Loss: 2.5436
Epoch 4/25... Discriminator Loss: 1.0348... Generator Loss: 1.7255
Epoch 4/25... Discriminator Loss: 0.9501... Generator Loss: 1.8203
Epoch 4/25... Discriminator Loss: 0.9371... Generator Loss: 2.6074
Epoch 4/25... Discriminator Loss: 0.8929... Generator Loss: 1.7511
Epoch 4/25... Discriminator Loss: 0.9026... Generator Loss: 1.8060
Epoch 4/25... Discriminator Loss: 1.1858... Generator Loss: 1.4977
Epoch 4/25... Discriminator Loss: 0.9891... Generator Loss: 1.9026
Epoch 4/25... Discriminator Loss: 1.0336... Generator Loss: 1.7164
Epoch 4/25... Discriminator Loss: 1.4584... Generator Loss: 0.8485
Epoch 4/25... Discriminator Loss: 1.0250... Generator Loss: 2.4466
Epoch 4/25... Discriminator Loss: 0.8587... Generator Loss: 2.2895
Epoch 4/25... Discriminator Loss: 1.3472... Generator Loss: 3.0904
Epoch 4/25... Discriminator Loss: 0.9653... Generator Loss: 1.3706
Epoch 4/25... Discriminator Loss: 0.8491... Generator Loss: 2.1412
Epoch 4/25... Discriminator Loss: 0.9733... Generator Loss: 1.9347
Epoch 4/25... Discriminator Loss: 0.9103... Generator Loss: 1.8928
Epoch 4/25... Discriminator Loss: 0.8915... Generator Loss: 1.7295
Epoch 4/25... Discriminator Loss: 0.9800... Generator Loss: 2.9141
Epoch 4/25... Discriminator Loss: 1.0950... Generator Loss: 2.6233
Epoch 4/25... Discriminator Loss: 1.4503... Generator Loss: 3.3664
Epoch 4/25... Discriminator Loss: 1.2245... Generator Loss: 2.9009
Epoch 4/25... Discriminator Loss: 0.6957... Generator Loss: 2.3314
Epoch 4/25... Discriminator Loss: 1.0094... Generator Loss: 1.7788
Epoch 4/25... Discriminator Loss: 0.8866... Generator Loss: 1.4743
Epoch 4/25... Discriminator Loss: 0.9555... Generator Loss: 1.7362
Epoch 4/25... Discriminator Loss: 1.0184... Generator Loss: 2.2656
Epoch 4/25... Discriminator Loss: 0.8539... Generator Loss: 1.6569
Epoch 4/25... Discriminator Loss: 0.7442... Generator Loss: 1.7083
Epoch 4/25... Discriminator Loss: 1.3137... Generator Loss: 0.5659
Epoch 4/25... Discriminator Loss: 1.3235... Generator Loss: 1.3264
Epoch 4/25... Discriminator Loss: 1.4005... Generator Loss: 1.4994
Epoch 4/25... Discriminator Loss: 1.3362... Generator Loss: 2.4527
Epoch 4/25... Discriminator Loss: 0.8888... Generator Loss: 1.8235
Epoch 4/25... Discriminator Loss: 1.0879... Generator Loss: 1.8227
Epoch 4/25... Discriminator Loss: 1.0130... Generator Loss: 1.2742
Epoch 4/25... Discriminator Loss: 0.8927... Generator Loss: 1.9974
Epoch 4/25... Discriminator Loss: 1.0161... Generator Loss: 1.3373
Epoch 4/25... Discriminator Loss: 1.1141... Generator Loss: 2.2726
Epoch 4/25... Discriminator Loss: 0.9776... Generator Loss: 1.3685
Epoch 4/25... Discriminator Loss: 1.0868... Generator Loss: 1.5361
Epoch 4/25... Discriminator Loss: 1.2532... Generator Loss: 1.1814
Epoch 4/25... Discriminator Loss: 0.9800... Generator Loss: 1.5305
Epoch 4/25... Discriminator Loss: 0.9651... Generator Loss: 2.1023
Epoch 4/25... Discriminator Loss: 1.0500... Generator Loss: 2.5025
Epoch 4/25... Discriminator Loss: 0.9307... Generator Loss: 1.6560
Epoch 4/25... Discriminator Loss: 0.8158... Generator Loss: 1.7563
Epoch 4/25... Discriminator Loss: 0.8428... Generator Loss: 1.0966
Epoch 4/25... Discriminator Loss: 0.9632... Generator Loss: 1.7893
Epoch 4/25... Discriminator Loss: 0.9728... Generator Loss: 1.5854
Epoch 4/25... Discriminator Loss: 0.9873... Generator Loss: 1.8338
Epoch 4/25... Discriminator Loss: 0.9868... Generator Loss: 1.6496
Epoch 4/25... Discriminator Loss: 1.0543... Generator Loss: 1.3736
Epoch 4/25... Discriminator Loss: 0.8267... Generator Loss: 1.8048
Epoch 4/25... Discriminator Loss: 1.0075... Generator Loss: 1.4911
Epoch 4/25... Discriminator Loss: 1.1902... Generator Loss: 1.2398
Epoch 4/25... Discriminator Loss: 0.8430... Generator Loss: 2.4401
Epoch 4/25... Discriminator Loss: 0.9098... Generator Loss: 1.3550
Epoch 4/25... Discriminator Loss: 1.0013... Generator Loss: 2.4156
Epoch 4/25... Discriminator Loss: 1.0084... Generator Loss: 1.2121
Epoch 4/25... Discriminator Loss: 1.0061... Generator Loss: 1.9626
Epoch 4/25... Discriminator Loss: 0.8442... Generator Loss: 2.6052
Epoch 4/25... Discriminator Loss: 0.9253... Generator Loss: 1.6050
Epoch 4/25... Discriminator Loss: 0.6800... Generator Loss: 1.9230
Epoch 4/25... Discriminator Loss: 0.9497... Generator Loss: 1.9524
Epoch 4/25... Discriminator Loss: 1.0626... Generator Loss: 1.7299
Epoch 5/25... Discriminator Loss: 0.9324... Generator Loss: 2.0569
Epoch 5/25... Discriminator Loss: 1.2249... Generator Loss: 2.8574
Epoch 5/25... Discriminator Loss: 0.9852... Generator Loss: 1.5361
Epoch 5/25... Discriminator Loss: 1.0942... Generator Loss: 2.7108
Epoch 5/25... Discriminator Loss: 1.0439... Generator Loss: 2.2331
Epoch 5/25... Discriminator Loss: 0.8933... Generator Loss: 1.9923
Epoch 5/25... Discriminator Loss: 1.2454... Generator Loss: 1.1988
Epoch 5/25... Discriminator Loss: 0.9068... Generator Loss: 1.3601
Epoch 5/25... Discriminator Loss: 0.9655... Generator Loss: 1.9633
Epoch 5/25... Discriminator Loss: 0.9612... Generator Loss: 1.6635
Epoch 5/25... Discriminator Loss: 0.8782... Generator Loss: 2.2280
Epoch 5/25... Discriminator Loss: 1.1402... Generator Loss: 1.9484
Epoch 5/25... Discriminator Loss: 0.9316... Generator Loss: 1.8637
Epoch 5/25... Discriminator Loss: 0.7344... Generator Loss: 2.2770
Epoch 5/25... Discriminator Loss: 0.8432... Generator Loss: 1.9351
Epoch 5/25... Discriminator Loss: 0.9679... Generator Loss: 1.6271
Epoch 5/25... Discriminator Loss: 1.2884... Generator Loss: 2.3647
Epoch 5/25... Discriminator Loss: 1.0410... Generator Loss: 2.0908
Epoch 5/25... Discriminator Loss: 0.9637... Generator Loss: 1.6406
Epoch 5/25... Discriminator Loss: 0.9444... Generator Loss: 1.5040
Epoch 5/25... Discriminator Loss: 1.2179... Generator Loss: 2.0468
Epoch 5/25... Discriminator Loss: 1.1959... Generator Loss: 0.8617
Epoch 5/25... Discriminator Loss: 1.1585... Generator Loss: 2.1923
Epoch 5/25... Discriminator Loss: 1.0047... Generator Loss: 1.5390
Epoch 5/25... Discriminator Loss: 1.0598... Generator Loss: 1.9918
Epoch 5/25... Discriminator Loss: 1.0553... Generator Loss: 2.1624
Epoch 5/25... Discriminator Loss: 0.9669... Generator Loss: 1.0836
Epoch 5/25... Discriminator Loss: 1.0171... Generator Loss: 1.9165
Epoch 5/25... Discriminator Loss: 1.1605... Generator Loss: 0.8880
Epoch 5/25... Discriminator Loss: 1.1178... Generator Loss: 2.1568
Epoch 5/25... Discriminator Loss: 0.9728... Generator Loss: 1.4063
Epoch 5/25... Discriminator Loss: 0.8806... Generator Loss: 1.8934
Epoch 5/25... Discriminator Loss: 0.8010... Generator Loss: 1.9735
Epoch 5/25... Discriminator Loss: 0.8259... Generator Loss: 1.9578
Epoch 5/25... Discriminator Loss: 1.3696... Generator Loss: 0.8854
Epoch 5/25... Discriminator Loss: 0.8828... Generator Loss: 1.9753
Epoch 5/25... Discriminator Loss: 0.8652... Generator Loss: 1.8615
Epoch 5/25... Discriminator Loss: 0.8696... Generator Loss: 1.6671
Epoch 5/25... Discriminator Loss: 1.2692... Generator Loss: 2.3625
Epoch 5/25... Discriminator Loss: 1.3031... Generator Loss: 3.2274
Epoch 5/25... Discriminator Loss: 1.1009... Generator Loss: 1.1579
Epoch 5/25... Discriminator Loss: 1.2589... Generator Loss: 1.1538
Epoch 5/25... Discriminator Loss: 1.0117... Generator Loss: 1.2530
Epoch 5/25... Discriminator Loss: 0.8447... Generator Loss: 1.8343
Epoch 5/25... Discriminator Loss: 1.0461... Generator Loss: 1.8332
Epoch 5/25... Discriminator Loss: 1.1719... Generator Loss: 1.7176
Epoch 5/25... Discriminator Loss: 1.0084... Generator Loss: 1.3237
Epoch 5/25... Discriminator Loss: 1.3779... Generator Loss: 2.8809
Epoch 5/25... Discriminator Loss: 1.2398... Generator Loss: 1.1641
Epoch 5/25... Discriminator Loss: 1.3542... Generator Loss: 2.3399
Epoch 5/25... Discriminator Loss: 0.9866... Generator Loss: 1.4578
Epoch 5/25... Discriminator Loss: 0.9049... Generator Loss: 1.8905
Epoch 5/25... Discriminator Loss: 0.9220... Generator Loss: 1.7637
Epoch 5/25... Discriminator Loss: 0.9022... Generator Loss: 2.3125
Epoch 5/25... Discriminator Loss: 0.9226... Generator Loss: 2.4349
Epoch 5/25... Discriminator Loss: 1.1149... Generator Loss: 2.5814
Epoch 5/25... Discriminator Loss: 1.1639... Generator Loss: 2.2225
Epoch 5/25... Discriminator Loss: 1.1675... Generator Loss: 1.3520
Epoch 5/25... Discriminator Loss: 0.9148... Generator Loss: 1.5051
Epoch 5/25... Discriminator Loss: 0.9690... Generator Loss: 1.6525
Epoch 5/25... Discriminator Loss: 0.8579... Generator Loss: 2.4727
Epoch 5/25... Discriminator Loss: 1.9738... Generator Loss: 5.2084
Epoch 5/25... Discriminator Loss: 1.1379... Generator Loss: 1.8414
Epoch 5/25... Discriminator Loss: 1.0190... Generator Loss: 1.5641
Epoch 5/25... Discriminator Loss: 1.0229... Generator Loss: 1.6047
Epoch 5/25... Discriminator Loss: 1.2146... Generator Loss: 2.3079
Epoch 5/25... Discriminator Loss: 0.9061... Generator Loss: 1.2980
Epoch 5/25... Discriminator Loss: 1.0947... Generator Loss: 1.5663
Epoch 5/25... Discriminator Loss: 0.9686... Generator Loss: 1.8991
Epoch 5/25... Discriminator Loss: 1.2357... Generator Loss: 0.7101
Epoch 5/25... Discriminator Loss: 0.9453... Generator Loss: 1.4139
Epoch 5/25... Discriminator Loss: 0.8090... Generator Loss: 1.5392
Epoch 5/25... Discriminator Loss: 1.0218... Generator Loss: 1.6350
Epoch 5/25... Discriminator Loss: 1.1561... Generator Loss: 2.0316
Epoch 5/25... Discriminator Loss: 1.0072... Generator Loss: 1.2225
Epoch 5/25... Discriminator Loss: 0.9820... Generator Loss: 2.4531
Epoch 5/25... Discriminator Loss: 1.3024... Generator Loss: 0.8722
Epoch 5/25... Discriminator Loss: 0.9993... Generator Loss: 2.0589
Epoch 5/25... Discriminator Loss: 1.1086... Generator Loss: 1.9075
Epoch 5/25... Discriminator Loss: 0.9101... Generator Loss: 1.7353
Epoch 5/25... Discriminator Loss: 1.2349... Generator Loss: 3.0017
Epoch 5/25... Discriminator Loss: 1.0090... Generator Loss: 1.4245
Epoch 5/25... Discriminator Loss: 1.1726... Generator Loss: 2.4627
Epoch 5/25... Discriminator Loss: 1.2326... Generator Loss: 2.5980
Epoch 5/25... Discriminator Loss: 1.0269... Generator Loss: 1.1985
Epoch 5/25... Discriminator Loss: 0.8983... Generator Loss: 1.4727
Epoch 5/25... Discriminator Loss: 1.1983... Generator Loss: 2.7152
Epoch 5/25... Discriminator Loss: 0.9518... Generator Loss: 2.1146
Epoch 5/25... Discriminator Loss: 0.8269... Generator Loss: 1.7035
Epoch 5/25... Discriminator Loss: 0.8939... Generator Loss: 1.4869
Epoch 5/25... Discriminator Loss: 1.0077... Generator Loss: 1.6746
Epoch 5/25... Discriminator Loss: 1.0200... Generator Loss: 1.2648
Epoch 5/25... Discriminator Loss: 1.3059... Generator Loss: 3.3639
Epoch 5/25... Discriminator Loss: 2.2194... Generator Loss: 4.3984
Epoch 5/25... Discriminator Loss: 0.9804... Generator Loss: 1.4438
Epoch 5/25... Discriminator Loss: 0.9627... Generator Loss: 1.8808
Epoch 5/25... Discriminator Loss: 1.2418... Generator Loss: 2.5235
Epoch 5/25... Discriminator Loss: 0.9337... Generator Loss: 1.9034
Epoch 5/25... Discriminator Loss: 1.1692... Generator Loss: 2.0024
Epoch 5/25... Discriminator Loss: 0.9395... Generator Loss: 1.9850
Epoch 5/25... Discriminator Loss: 1.0448... Generator Loss: 1.1427
Epoch 5/25... Discriminator Loss: 0.9615... Generator Loss: 1.7649
Epoch 5/25... Discriminator Loss: 1.2325... Generator Loss: 1.2034
Epoch 5/25... Discriminator Loss: 1.4168... Generator Loss: 2.0702
Epoch 5/25... Discriminator Loss: 0.9559... Generator Loss: 1.5485
Epoch 5/25... Discriminator Loss: 1.0586... Generator Loss: 1.8021
Epoch 5/25... Discriminator Loss: 0.9767... Generator Loss: 1.5556
Epoch 5/25... Discriminator Loss: 0.7746... Generator Loss: 1.4805
Epoch 5/25... Discriminator Loss: 0.6667... Generator Loss: 1.7893
Epoch 5/25... Discriminator Loss: 0.8095... Generator Loss: 1.5417
Epoch 5/25... Discriminator Loss: 1.0529... Generator Loss: 2.1838
Epoch 5/25... Discriminator Loss: 0.9184... Generator Loss: 1.8910
Epoch 5/25... Discriminator Loss: 1.3297... Generator Loss: 1.1421
Epoch 5/25... Discriminator Loss: 0.9821... Generator Loss: 1.7915
Epoch 5/25... Discriminator Loss: 1.1489... Generator Loss: 1.9441
Epoch 5/25... Discriminator Loss: 1.7435... Generator Loss: 3.0154
Epoch 5/25... Discriminator Loss: 1.0991... Generator Loss: 2.4613
Epoch 5/25... Discriminator Loss: 1.2438... Generator Loss: 1.0795
Epoch 5/25... Discriminator Loss: 1.5107... Generator Loss: 1.1434
Epoch 5/25... Discriminator Loss: 0.9157... Generator Loss: 1.5131
Epoch 5/25... Discriminator Loss: 1.0229... Generator Loss: 1.5007
Epoch 5/25... Discriminator Loss: 0.9829... Generator Loss: 1.6014
Epoch 5/25... Discriminator Loss: 1.1026... Generator Loss: 1.8515
Epoch 5/25... Discriminator Loss: 1.0723... Generator Loss: 1.1884
Epoch 5/25... Discriminator Loss: 1.0066... Generator Loss: 2.3707
Epoch 5/25... Discriminator Loss: 0.9186... Generator Loss: 1.6920
Epoch 5/25... Discriminator Loss: 0.9430... Generator Loss: 1.6698
Epoch 5/25... Discriminator Loss: 1.0366... Generator Loss: 1.2183
Epoch 5/25... Discriminator Loss: 1.1453... Generator Loss: 1.3762
Epoch 5/25... Discriminator Loss: 0.9747... Generator Loss: 1.6012
Epoch 5/25... Discriminator Loss: 0.8803... Generator Loss: 2.0372
Epoch 5/25... Discriminator Loss: 1.2711... Generator Loss: 1.9254
Epoch 5/25... Discriminator Loss: 0.8862... Generator Loss: 1.5688
Epoch 5/25... Discriminator Loss: 1.0300... Generator Loss: 1.6400
Epoch 5/25... Discriminator Loss: 1.5729... Generator Loss: 0.7284
Epoch 5/25... Discriminator Loss: 0.8216... Generator Loss: 2.2537
Epoch 5/25... Discriminator Loss: 1.0589... Generator Loss: 1.5196
Epoch 5/25... Discriminator Loss: 0.9362... Generator Loss: 1.8250
Epoch 5/25... Discriminator Loss: 1.0728... Generator Loss: 1.4627
Epoch 5/25... Discriminator Loss: 0.9773... Generator Loss: 1.1196
Epoch 5/25... Discriminator Loss: 1.0803... Generator Loss: 1.7600
Epoch 5/25... Discriminator Loss: 1.8615... Generator Loss: 0.8094
Epoch 5/25... Discriminator Loss: 1.0191... Generator Loss: 1.4262
Epoch 5/25... Discriminator Loss: 0.8847... Generator Loss: 2.0308
Epoch 5/25... Discriminator Loss: 0.7862... Generator Loss: 1.7871
Epoch 5/25... Discriminator Loss: 1.5186... Generator Loss: 2.5542
Epoch 5/25... Discriminator Loss: 1.1078... Generator Loss: 1.3607
Epoch 5/25... Discriminator Loss: 0.9646... Generator Loss: 1.4980
Epoch 5/25... Discriminator Loss: 1.2245... Generator Loss: 1.2110
Epoch 5/25... Discriminator Loss: 0.8583... Generator Loss: 1.8251
Epoch 5/25... Discriminator Loss: 0.9533... Generator Loss: 2.0187
Epoch 5/25... Discriminator Loss: 1.3191... Generator Loss: 2.5883
Epoch 5/25... Discriminator Loss: 1.1172... Generator Loss: 1.6365
Epoch 5/25... Discriminator Loss: 1.1171... Generator Loss: 1.4816
Epoch 5/25... Discriminator Loss: 1.8539... Generator Loss: 3.7894
Epoch 5/25... Discriminator Loss: 1.3217... Generator Loss: 1.2128
Epoch 5/25... Discriminator Loss: 1.0602... Generator Loss: 1.4979
Epoch 5/25... Discriminator Loss: 0.9791... Generator Loss: 2.0166
Epoch 5/25... Discriminator Loss: 0.8751... Generator Loss: 1.8922
Epoch 6/25... Discriminator Loss: 0.9857... Generator Loss: 2.5411
Epoch 6/25... Discriminator Loss: 1.0713... Generator Loss: 1.9200
Epoch 6/25... Discriminator Loss: 1.1028... Generator Loss: 1.1686
Epoch 6/25... Discriminator Loss: 0.7656... Generator Loss: 2.2453
Epoch 6/25... Discriminator Loss: 1.0681... Generator Loss: 1.0668
Epoch 6/25... Discriminator Loss: 1.0277... Generator Loss: 2.0204
Epoch 6/25... Discriminator Loss: 1.0205... Generator Loss: 1.7103
Epoch 6/25... Discriminator Loss: 0.9582... Generator Loss: 1.9372
Epoch 6/25... Discriminator Loss: 1.0939... Generator Loss: 1.9257
Epoch 6/25... Discriminator Loss: 1.2751... Generator Loss: 1.2231
Epoch 6/25... Discriminator Loss: 0.9377... Generator Loss: 1.8505
Epoch 6/25... Discriminator Loss: 1.1710... Generator Loss: 1.3386
Epoch 6/25... Discriminator Loss: 1.0334... Generator Loss: 1.3537
Epoch 6/25... Discriminator Loss: 0.9309... Generator Loss: 2.1269
Epoch 6/25... Discriminator Loss: 0.7582... Generator Loss: 1.7052
Epoch 6/25... Discriminator Loss: 1.0369... Generator Loss: 1.2112
Epoch 6/25... Discriminator Loss: 1.2830... Generator Loss: 2.3372
Epoch 6/25... Discriminator Loss: 1.3388... Generator Loss: 2.5527
Epoch 6/25... Discriminator Loss: 0.9813... Generator Loss: 1.3389
Epoch 6/25... Discriminator Loss: 1.1974... Generator Loss: 1.7306
Epoch 6/25... Discriminator Loss: 1.0994... Generator Loss: 1.9122
Epoch 6/25... Discriminator Loss: 0.9809... Generator Loss: 1.4380
Epoch 6/25... Discriminator Loss: 0.9963... Generator Loss: 1.8048
Epoch 6/25... Discriminator Loss: 1.0910... Generator Loss: 1.9681
Epoch 6/25... Discriminator Loss: 1.1619... Generator Loss: 2.3222
Epoch 6/25... Discriminator Loss: 1.5126... Generator Loss: 2.2836
Epoch 6/25... Discriminator Loss: 0.9878... Generator Loss: 1.3820
Epoch 6/25... Discriminator Loss: 0.9003... Generator Loss: 1.3419
Epoch 6/25... Discriminator Loss: 0.8340... Generator Loss: 1.7268
Epoch 6/25... Discriminator Loss: 0.9985... Generator Loss: 1.6222
Epoch 6/25... Discriminator Loss: 1.1080... Generator Loss: 1.4949
Epoch 6/25... Discriminator Loss: 1.1048... Generator Loss: 1.5615
Epoch 6/25... Discriminator Loss: 1.0842... Generator Loss: 1.8584
Epoch 6/25... Discriminator Loss: 0.9506... Generator Loss: 1.6600
Epoch 6/25... Discriminator Loss: 1.0528... Generator Loss: 1.6061
Epoch 6/25... Discriminator Loss: 1.0530... Generator Loss: 2.0412
Epoch 6/25... Discriminator Loss: 0.9754... Generator Loss: 1.5511
Epoch 6/25... Discriminator Loss: 1.2606... Generator Loss: 2.5773
Epoch 6/25... Discriminator Loss: 0.9556... Generator Loss: 1.8015
Epoch 6/25... Discriminator Loss: 1.0069... Generator Loss: 1.4458
Epoch 6/25... Discriminator Loss: 1.4533... Generator Loss: 0.8293
Epoch 6/25... Discriminator Loss: 1.2394... Generator Loss: 1.0410
Epoch 6/25... Discriminator Loss: 1.0461... Generator Loss: 1.3362
Epoch 6/25... Discriminator Loss: 0.8829... Generator Loss: 1.6769
Epoch 6/25... Discriminator Loss: 1.0936... Generator Loss: 1.5207
Epoch 6/25... Discriminator Loss: 1.1058... Generator Loss: 1.1478
Epoch 6/25... Discriminator Loss: 1.2199... Generator Loss: 1.1791
Epoch 6/25... Discriminator Loss: 1.2729... Generator Loss: 2.3615
Epoch 6/25... Discriminator Loss: 0.9320... Generator Loss: 1.9857
Epoch 6/25... Discriminator Loss: 1.0768... Generator Loss: 1.2446
Epoch 6/25... Discriminator Loss: 0.9904... Generator Loss: 1.8531
Epoch 6/25... Discriminator Loss: 1.1853... Generator Loss: 1.3381
Epoch 6/25... Discriminator Loss: 0.9202... Generator Loss: 1.7938
Epoch 6/25... Discriminator Loss: 0.8021... Generator Loss: 1.6888
Epoch 6/25... Discriminator Loss: 0.9867... Generator Loss: 1.5898
Epoch 6/25... Discriminator Loss: 1.3812... Generator Loss: 2.7125
Epoch 6/25... Discriminator Loss: 1.3291... Generator Loss: 3.1317
Epoch 6/25... Discriminator Loss: 1.2312... Generator Loss: 1.1687
Epoch 6/25... Discriminator Loss: 1.1134... Generator Loss: 1.5590
Epoch 6/25... Discriminator Loss: 1.0259... Generator Loss: 1.4169
Epoch 6/25... Discriminator Loss: 1.0708... Generator Loss: 1.7981
Epoch 6/25... Discriminator Loss: 1.0862... Generator Loss: 2.5242
Epoch 6/25... Discriminator Loss: 1.0814... Generator Loss: 1.3104
Epoch 6/25... Discriminator Loss: 0.9083... Generator Loss: 1.6298
Epoch 6/25... Discriminator Loss: 1.0084... Generator Loss: 2.0401
Epoch 6/25... Discriminator Loss: 1.4236... Generator Loss: 2.9336
Epoch 6/25... Discriminator Loss: 1.2461... Generator Loss: 1.0813
Epoch 6/25... Discriminator Loss: 1.1095... Generator Loss: 0.8238
Epoch 6/25... Discriminator Loss: 1.0305... Generator Loss: 1.3731
Epoch 6/25... Discriminator Loss: 1.0741... Generator Loss: 1.2672
Epoch 6/25... Discriminator Loss: 0.8341... Generator Loss: 1.4872
Epoch 6/25... Discriminator Loss: 1.0474... Generator Loss: 2.0032
Epoch 6/25... Discriminator Loss: 1.1287... Generator Loss: 1.9886
Epoch 6/25... Discriminator Loss: 0.9889... Generator Loss: 1.7849
Epoch 6/25... Discriminator Loss: 0.9469... Generator Loss: 1.4569
Epoch 6/25... Discriminator Loss: 0.9295... Generator Loss: 1.9179
Epoch 6/25... Discriminator Loss: 1.0571... Generator Loss: 1.2801
Epoch 6/25... Discriminator Loss: 0.9332... Generator Loss: 1.8603
Epoch 6/25... Discriminator Loss: 0.9557... Generator Loss: 2.0064
Epoch 6/25... Discriminator Loss: 1.2042... Generator Loss: 1.1629
Epoch 6/25... Discriminator Loss: 0.8658... Generator Loss: 1.8867
Epoch 6/25... Discriminator Loss: 0.9488... Generator Loss: 1.5701
Epoch 6/25... Discriminator Loss: 1.0960... Generator Loss: 2.3482
Epoch 6/25... Discriminator Loss: 1.0303... Generator Loss: 2.5205
Epoch 6/25... Discriminator Loss: 1.2622... Generator Loss: 1.6449
Epoch 6/25... Discriminator Loss: 0.9313... Generator Loss: 1.7173
Epoch 6/25... Discriminator Loss: 0.9593... Generator Loss: 1.6338
Epoch 6/25... Discriminator Loss: 1.0091... Generator Loss: 1.6507
Epoch 6/25... Discriminator Loss: 1.1788... Generator Loss: 2.4473
Epoch 6/25... Discriminator Loss: 1.0384... Generator Loss: 2.0031
Epoch 6/25... Discriminator Loss: 1.1116... Generator Loss: 1.7668
Epoch 6/25... Discriminator Loss: 1.2195... Generator Loss: 0.9885
Epoch 6/25... Discriminator Loss: 0.9499... Generator Loss: 1.4821
Epoch 6/25... Discriminator Loss: 1.1849... Generator Loss: 1.6948
Epoch 6/25... Discriminator Loss: 1.0972... Generator Loss: 1.0631
Epoch 6/25... Discriminator Loss: 0.9601... Generator Loss: 2.6042
Epoch 6/25... Discriminator Loss: 1.1696... Generator Loss: 1.1813
Epoch 6/25... Discriminator Loss: 0.9696... Generator Loss: 1.7856
Epoch 6/25... Discriminator Loss: 1.0578... Generator Loss: 1.6255
Epoch 6/25... Discriminator Loss: 1.0795... Generator Loss: 1.3041
Epoch 6/25... Discriminator Loss: 0.9237... Generator Loss: 1.1614
Epoch 6/25... Discriminator Loss: 1.0018... Generator Loss: 1.7785
Epoch 6/25... Discriminator Loss: 1.0922... Generator Loss: 1.0303
Epoch 6/25... Discriminator Loss: 0.9390... Generator Loss: 1.5840
Epoch 6/25... Discriminator Loss: 0.8600... Generator Loss: 1.4978
Epoch 6/25... Discriminator Loss: 0.9128... Generator Loss: 1.8505
Epoch 6/25... Discriminator Loss: 1.0752... Generator Loss: 2.5739
Epoch 6/25... Discriminator Loss: 0.9216... Generator Loss: 1.3755
Epoch 6/25... Discriminator Loss: 1.0682... Generator Loss: 1.9752
Epoch 6/25... Discriminator Loss: 1.1668... Generator Loss: 1.5533
Epoch 6/25... Discriminator Loss: 1.2493... Generator Loss: 1.2407
Epoch 6/25... Discriminator Loss: 1.1556... Generator Loss: 1.5745
Epoch 6/25... Discriminator Loss: 0.8684... Generator Loss: 1.9006
Epoch 6/25... Discriminator Loss: 1.0415... Generator Loss: 1.4992
Epoch 6/25... Discriminator Loss: 0.9799... Generator Loss: 1.4416
Epoch 6/25... Discriminator Loss: 1.0461... Generator Loss: 3.1611
Epoch 6/25... Discriminator Loss: 0.8688... Generator Loss: 2.3259
Epoch 6/25... Discriminator Loss: 0.9368... Generator Loss: 1.7211
Epoch 6/25... Discriminator Loss: 0.8325... Generator Loss: 1.6761
Epoch 6/25... Discriminator Loss: 0.9822... Generator Loss: 1.5739
Epoch 6/25... Discriminator Loss: 0.9214... Generator Loss: 1.4625
Epoch 6/25... Discriminator Loss: 1.5736... Generator Loss: 3.3684
Epoch 6/25... Discriminator Loss: 1.1107... Generator Loss: 1.3997
Epoch 6/25... Discriminator Loss: 0.9721... Generator Loss: 1.3294
Epoch 6/25... Discriminator Loss: 0.9658... Generator Loss: 1.5588
Epoch 6/25... Discriminator Loss: 1.2180... Generator Loss: 2.0805
Epoch 6/25... Discriminator Loss: 0.9616... Generator Loss: 1.3063
Epoch 6/25... Discriminator Loss: 1.0520... Generator Loss: 2.0459
Epoch 6/25... Discriminator Loss: 0.8588... Generator Loss: 1.4735
Epoch 6/25... Discriminator Loss: 0.9766... Generator Loss: 1.3805
Epoch 6/25... Discriminator Loss: 0.8227... Generator Loss: 1.8334
Epoch 6/25... Discriminator Loss: 1.4623... Generator Loss: 2.1998
Epoch 6/25... Discriminator Loss: 0.9677... Generator Loss: 1.6485
Epoch 6/25... Discriminator Loss: 1.2470... Generator Loss: 1.1946
Epoch 6/25... Discriminator Loss: 1.1274... Generator Loss: 0.9827
Epoch 6/25... Discriminator Loss: 0.8682... Generator Loss: 1.9536
Epoch 6/25... Discriminator Loss: 1.0417... Generator Loss: 1.7622
Epoch 6/25... Discriminator Loss: 1.0573... Generator Loss: 1.8664
Epoch 6/25... Discriminator Loss: 1.0013... Generator Loss: 1.7215
Epoch 6/25... Discriminator Loss: 1.0282... Generator Loss: 2.0119
Epoch 6/25... Discriminator Loss: 1.7399... Generator Loss: 0.9334
Epoch 6/25... Discriminator Loss: 1.0112... Generator Loss: 1.5463
Epoch 6/25... Discriminator Loss: 1.0833... Generator Loss: 1.0968
Epoch 6/25... Discriminator Loss: 1.0371... Generator Loss: 1.6998
Epoch 6/25... Discriminator Loss: 1.1301... Generator Loss: 0.9920
Epoch 6/25... Discriminator Loss: 0.9949... Generator Loss: 1.9748
Epoch 6/25... Discriminator Loss: 0.7640... Generator Loss: 1.7094
Epoch 6/25... Discriminator Loss: 0.9409... Generator Loss: 1.6784
Epoch 6/25... Discriminator Loss: 1.1583... Generator Loss: 2.6515
Epoch 6/25... Discriminator Loss: 1.0429... Generator Loss: 2.1798
Epoch 6/25... Discriminator Loss: 1.1771... Generator Loss: 1.5331
Epoch 6/25... Discriminator Loss: 0.9472... Generator Loss: 2.0442
Epoch 6/25... Discriminator Loss: 0.9115... Generator Loss: 1.8020
Epoch 6/25... Discriminator Loss: 1.2215... Generator Loss: 2.1440
Epoch 6/25... Discriminator Loss: 1.0805... Generator Loss: 1.0982
Epoch 6/25... Discriminator Loss: 1.7776... Generator Loss: 0.7607
Epoch 6/25... Discriminator Loss: 1.0928... Generator Loss: 1.6540
Epoch 6/25... Discriminator Loss: 1.9230... Generator Loss: 0.8645
Epoch 6/25... Discriminator Loss: 1.4423... Generator Loss: 1.0136
Epoch 7/25... Discriminator Loss: 1.0044... Generator Loss: 1.8379
Epoch 7/25... Discriminator Loss: 1.0501... Generator Loss: 1.3327
Epoch 7/25... Discriminator Loss: 1.2521... Generator Loss: 0.9518
Epoch 7/25... Discriminator Loss: 1.7092... Generator Loss: 2.7080
Epoch 7/25... Discriminator Loss: 1.1017... Generator Loss: 1.2668
Epoch 7/25... Discriminator Loss: 0.9793... Generator Loss: 1.5889
Epoch 7/25... Discriminator Loss: 1.3766... Generator Loss: 1.0604
Epoch 7/25... Discriminator Loss: 0.9505... Generator Loss: 1.3504
Epoch 7/25... Discriminator Loss: 1.0078... Generator Loss: 1.4355
Epoch 7/25... Discriminator Loss: 0.9754... Generator Loss: 1.6304
Epoch 7/25... Discriminator Loss: 0.9698... Generator Loss: 1.8314
Epoch 7/25... Discriminator Loss: 0.9473... Generator Loss: 1.5401
Epoch 7/25... Discriminator Loss: 0.9636... Generator Loss: 1.7808
Epoch 7/25... Discriminator Loss: 1.0969... Generator Loss: 2.5980
Epoch 7/25... Discriminator Loss: 0.8638... Generator Loss: 1.8931
Epoch 7/25... Discriminator Loss: 1.1640... Generator Loss: 1.2247
Epoch 7/25... Discriminator Loss: 1.1289... Generator Loss: 1.1524
Epoch 7/25... Discriminator Loss: 0.9601... Generator Loss: 1.6014
Epoch 7/25... Discriminator Loss: 1.0029... Generator Loss: 1.6941
Epoch 7/25... Discriminator Loss: 1.2502... Generator Loss: 2.3099
Epoch 7/25... Discriminator Loss: 1.0837... Generator Loss: 1.7317
Epoch 7/25... Discriminator Loss: 1.0122... Generator Loss: 1.5695
Epoch 7/25... Discriminator Loss: 1.0361... Generator Loss: 1.5494
Epoch 7/25... Discriminator Loss: 0.9662... Generator Loss: 1.2952
Epoch 7/25... Discriminator Loss: 0.9145... Generator Loss: 1.5637
Epoch 7/25... Discriminator Loss: 1.2729... Generator Loss: 2.2621
Epoch 7/25... Discriminator Loss: 1.1095... Generator Loss: 1.5034
Epoch 7/25... Discriminator Loss: 1.0776... Generator Loss: 1.3257
Epoch 7/25... Discriminator Loss: 0.9040... Generator Loss: 1.6422
Epoch 7/25... Discriminator Loss: 0.7992... Generator Loss: 1.8221
Epoch 7/25... Discriminator Loss: 1.4264... Generator Loss: 1.0490
Epoch 7/25... Discriminator Loss: 1.3940... Generator Loss: 1.1644
Epoch 7/25... Discriminator Loss: 1.0152... Generator Loss: 1.3441
Epoch 7/25... Discriminator Loss: 0.8320... Generator Loss: 1.4593
Epoch 7/25... Discriminator Loss: 1.3093... Generator Loss: 1.5603
Epoch 7/25... Discriminator Loss: 1.0414... Generator Loss: 1.4283
Epoch 7/25... Discriminator Loss: 0.8927... Generator Loss: 1.4301
Epoch 7/25... Discriminator Loss: 1.0506... Generator Loss: 1.3963
Epoch 7/25... Discriminator Loss: 1.1853... Generator Loss: 1.4722
Epoch 7/25... Discriminator Loss: 1.0547... Generator Loss: 2.0368
Epoch 7/25... Discriminator Loss: 1.1908... Generator Loss: 0.9705
Epoch 7/25... Discriminator Loss: 0.9879... Generator Loss: 1.3875
Epoch 7/25... Discriminator Loss: 1.1052... Generator Loss: 2.0427
Epoch 7/25... Discriminator Loss: 0.9936... Generator Loss: 1.5454
Epoch 7/25... Discriminator Loss: 1.0155... Generator Loss: 1.3905
Epoch 7/25... Discriminator Loss: 1.2450... Generator Loss: 2.0056
Epoch 7/25... Discriminator Loss: 1.1021... Generator Loss: 1.6253
Epoch 7/25... Discriminator Loss: 1.0179... Generator Loss: 1.5368
Epoch 7/25... Discriminator Loss: 0.9027... Generator Loss: 1.0677
Epoch 7/25... Discriminator Loss: 1.2782... Generator Loss: 2.6486
Epoch 7/25... Discriminator Loss: 1.2224... Generator Loss: 1.9751
Epoch 7/25... Discriminator Loss: 1.2957... Generator Loss: 0.9648
Epoch 7/25... Discriminator Loss: 1.0409... Generator Loss: 1.3807
Epoch 7/25... Discriminator Loss: 0.9702... Generator Loss: 1.2764
Epoch 7/25... Discriminator Loss: 0.8675... Generator Loss: 1.9302
Epoch 7/25... Discriminator Loss: 1.3369... Generator Loss: 2.8632
Epoch 7/25... Discriminator Loss: 1.0037... Generator Loss: 1.1644
Epoch 7/25... Discriminator Loss: 1.0342... Generator Loss: 1.4515
Epoch 7/25... Discriminator Loss: 1.2505... Generator Loss: 2.7778
Epoch 7/25... Discriminator Loss: 0.7258... Generator Loss: 2.0577
Epoch 7/25... Discriminator Loss: 1.2328... Generator Loss: 2.5986
Epoch 7/25... Discriminator Loss: 0.9727... Generator Loss: 2.6271
Epoch 7/25... Discriminator Loss: 1.3665... Generator Loss: 0.9468
Epoch 7/25... Discriminator Loss: 1.0919... Generator Loss: 1.7478
Epoch 7/25... Discriminator Loss: 1.0545... Generator Loss: 1.5803
Epoch 7/25... Discriminator Loss: 1.1516... Generator Loss: 1.7242
Epoch 7/25... Discriminator Loss: 1.2924... Generator Loss: 0.7412
Epoch 7/25... Discriminator Loss: 1.0504... Generator Loss: 1.6050
Epoch 7/25... Discriminator Loss: 1.0453... Generator Loss: 1.1834
Epoch 7/25... Discriminator Loss: 1.7173... Generator Loss: 0.5796
Epoch 7/25... Discriminator Loss: 1.0937... Generator Loss: 1.6884
Epoch 7/25... Discriminator Loss: 0.9641... Generator Loss: 1.5638
Epoch 7/25... Discriminator Loss: 1.0400... Generator Loss: 1.9178
Epoch 7/25... Discriminator Loss: 1.0837... Generator Loss: 1.2932
Epoch 7/25... Discriminator Loss: 1.0863... Generator Loss: 1.5120
Epoch 7/25... Discriminator Loss: 0.8957... Generator Loss: 1.9073
Epoch 7/25... Discriminator Loss: 1.0607... Generator Loss: 1.4083
Epoch 7/25... Discriminator Loss: 0.9811... Generator Loss: 1.2502
Epoch 7/25... Discriminator Loss: 1.0762... Generator Loss: 1.8600
Epoch 7/25... Discriminator Loss: 1.0699... Generator Loss: 1.0944
Epoch 7/25... Discriminator Loss: 1.0535... Generator Loss: 1.9027
Epoch 7/25... Discriminator Loss: 0.9541... Generator Loss: 1.6473
Epoch 7/25... Discriminator Loss: 1.0483... Generator Loss: 2.0793
Epoch 7/25... Discriminator Loss: 1.2022... Generator Loss: 1.8200
Epoch 7/25... Discriminator Loss: 1.1312... Generator Loss: 1.1946
Epoch 7/25... Discriminator Loss: 1.1269... Generator Loss: 1.2525
Epoch 7/25... Discriminator Loss: 1.0244... Generator Loss: 1.9685
Epoch 7/25... Discriminator Loss: 1.1844... Generator Loss: 2.4085
Epoch 7/25... Discriminator Loss: 0.9492... Generator Loss: 1.6610
Epoch 7/25... Discriminator Loss: 1.0600... Generator Loss: 1.8477
Epoch 7/25... Discriminator Loss: 1.1220... Generator Loss: 1.5002
Epoch 7/25... Discriminator Loss: 1.0007... Generator Loss: 1.4772
Epoch 7/25... Discriminator Loss: 1.0907... Generator Loss: 1.7544
Epoch 7/25... Discriminator Loss: 1.0508... Generator Loss: 1.8770
Epoch 7/25... Discriminator Loss: 1.0904... Generator Loss: 1.2526
Epoch 7/25... Discriminator Loss: 1.1597... Generator Loss: 1.1932
Epoch 7/25... Discriminator Loss: 0.9936... Generator Loss: 1.9050
Epoch 7/25... Discriminator Loss: 0.9503... Generator Loss: 1.6501
Epoch 7/25... Discriminator Loss: 1.2269... Generator Loss: 1.5776
Epoch 7/25... Discriminator Loss: 0.9291... Generator Loss: 1.1308
Epoch 7/25... Discriminator Loss: 0.8905... Generator Loss: 1.2909
Epoch 7/25... Discriminator Loss: 1.1469... Generator Loss: 2.1122
Epoch 7/25... Discriminator Loss: 0.9065... Generator Loss: 1.4210
Epoch 7/25... Discriminator Loss: 1.1217... Generator Loss: 1.0502
Epoch 7/25... Discriminator Loss: 0.9025... Generator Loss: 1.4227
Epoch 7/25... Discriminator Loss: 1.2647... Generator Loss: 2.3181
Epoch 7/25... Discriminator Loss: 1.0320... Generator Loss: 1.5230
Epoch 7/25... Discriminator Loss: 0.7783... Generator Loss: 1.8006
Epoch 7/25... Discriminator Loss: 1.0379... Generator Loss: 1.5462
Epoch 7/25... Discriminator Loss: 0.7692... Generator Loss: 1.7319
Epoch 7/25... Discriminator Loss: 1.2775... Generator Loss: 1.0836
Epoch 7/25... Discriminator Loss: 1.1295... Generator Loss: 1.8272
Epoch 7/25... Discriminator Loss: 0.9703... Generator Loss: 1.6050
Epoch 7/25... Discriminator Loss: 0.9322... Generator Loss: 1.9620
Epoch 7/25... Discriminator Loss: 0.8709... Generator Loss: 1.6738
Epoch 7/25... Discriminator Loss: 0.9567... Generator Loss: 2.5012
Epoch 7/25... Discriminator Loss: 1.0489... Generator Loss: 1.8409
Epoch 7/25... Discriminator Loss: 1.0983... Generator Loss: 1.4133
Epoch 7/25... Discriminator Loss: 1.0282... Generator Loss: 1.6156
Epoch 7/25... Discriminator Loss: 1.1858... Generator Loss: 2.5647
Epoch 7/25... Discriminator Loss: 1.1690... Generator Loss: 1.3737
Epoch 7/25... Discriminator Loss: 1.2898... Generator Loss: 1.0312
Epoch 7/25... Discriminator Loss: 1.0632... Generator Loss: 1.6596
Epoch 7/25... Discriminator Loss: 0.9353... Generator Loss: 1.4374
Epoch 7/25... Discriminator Loss: 1.2855... Generator Loss: 2.5019
Epoch 7/25... Discriminator Loss: 1.1222... Generator Loss: 1.7702
Epoch 7/25... Discriminator Loss: 1.0504... Generator Loss: 1.3265
Epoch 7/25... Discriminator Loss: 1.0224... Generator Loss: 1.8086
Epoch 7/25... Discriminator Loss: 0.9982... Generator Loss: 1.7405
Epoch 7/25... Discriminator Loss: 0.9336... Generator Loss: 2.0399
Epoch 7/25... Discriminator Loss: 1.1672... Generator Loss: 1.9773
Epoch 7/25... Discriminator Loss: 1.0723... Generator Loss: 1.6953
Epoch 7/25... Discriminator Loss: 0.8424... Generator Loss: 1.8906
Epoch 7/25... Discriminator Loss: 1.1326... Generator Loss: 1.0444
Epoch 7/25... Discriminator Loss: 1.6186... Generator Loss: 0.9425
Epoch 7/25... Discriminator Loss: 1.0607... Generator Loss: 1.7720
Epoch 7/25... Discriminator Loss: 1.1280... Generator Loss: 1.0667
Epoch 7/25... Discriminator Loss: 1.0656... Generator Loss: 1.5294
Epoch 7/25... Discriminator Loss: 0.9603... Generator Loss: 1.8528
Epoch 7/25... Discriminator Loss: 0.9182... Generator Loss: 2.3474
Epoch 7/25... Discriminator Loss: 1.1833... Generator Loss: 1.2451
Epoch 7/25... Discriminator Loss: 1.0710... Generator Loss: 1.4939
Epoch 7/25... Discriminator Loss: 0.7614... Generator Loss: 1.8082
Epoch 7/25... Discriminator Loss: 1.1207... Generator Loss: 1.3126
Epoch 7/25... Discriminator Loss: 1.3347... Generator Loss: 1.9817
Epoch 7/25... Discriminator Loss: 1.1615... Generator Loss: 1.6937
Epoch 7/25... Discriminator Loss: 0.9965... Generator Loss: 1.3281
Epoch 7/25... Discriminator Loss: 0.9495... Generator Loss: 1.2325
Epoch 7/25... Discriminator Loss: 1.0532... Generator Loss: 1.7101
Epoch 7/25... Discriminator Loss: 1.1634... Generator Loss: 1.4492
Epoch 7/25... Discriminator Loss: 1.0225... Generator Loss: 1.4459
Epoch 7/25... Discriminator Loss: 1.0087... Generator Loss: 1.6989
Epoch 7/25... Discriminator Loss: 0.9996... Generator Loss: 1.6971
Epoch 7/25... Discriminator Loss: 1.1617... Generator Loss: 2.2845
Epoch 7/25... Discriminator Loss: 1.0920... Generator Loss: 1.9411
Epoch 7/25... Discriminator Loss: 1.0135... Generator Loss: 1.3921
Epoch 7/25... Discriminator Loss: 1.0451... Generator Loss: 1.9549
Epoch 7/25... Discriminator Loss: 1.2552... Generator Loss: 1.0881
Epoch 7/25... Discriminator Loss: 1.2580... Generator Loss: 1.9758
Epoch 8/25... Discriminator Loss: 1.1150... Generator Loss: 2.0941
Epoch 8/25... Discriminator Loss: 1.2016... Generator Loss: 1.5003
Epoch 8/25... Discriminator Loss: 1.0958... Generator Loss: 1.8548
Epoch 8/25... Discriminator Loss: 1.5577... Generator Loss: 2.4768
Epoch 8/25... Discriminator Loss: 1.1565... Generator Loss: 1.0573
Epoch 8/25... Discriminator Loss: 0.8281... Generator Loss: 1.7224
Epoch 8/25... Discriminator Loss: 0.9532... Generator Loss: 1.9178
Epoch 8/25... Discriminator Loss: 1.1675... Generator Loss: 0.9510
Epoch 8/25... Discriminator Loss: 1.1073... Generator Loss: 1.6018
Epoch 8/25... Discriminator Loss: 1.0136... Generator Loss: 1.3999
Epoch 8/25... Discriminator Loss: 1.1582... Generator Loss: 2.1638
Epoch 8/25... Discriminator Loss: 1.1102... Generator Loss: 1.7740
Epoch 8/25... Discriminator Loss: 1.1395... Generator Loss: 1.3754
Epoch 8/25... Discriminator Loss: 0.9882... Generator Loss: 1.8653
Epoch 8/25... Discriminator Loss: 0.7431... Generator Loss: 1.7179
Epoch 8/25... Discriminator Loss: 1.0684... Generator Loss: 0.9480
Epoch 8/25... Discriminator Loss: 1.1167... Generator Loss: 1.0465
Epoch 8/25... Discriminator Loss: 0.7919... Generator Loss: 1.7132
Epoch 8/25... Discriminator Loss: 0.9742... Generator Loss: 1.9577
Epoch 8/25... Discriminator Loss: 0.9894... Generator Loss: 1.6554
Epoch 8/25... Discriminator Loss: 1.0484... Generator Loss: 1.3377
Epoch 8/25... Discriminator Loss: 1.1497... Generator Loss: 1.2293
Epoch 8/25... Discriminator Loss: 0.9177... Generator Loss: 2.3227
Epoch 8/25... Discriminator Loss: 1.1372... Generator Loss: 1.0946
Epoch 8/25... Discriminator Loss: 1.2177... Generator Loss: 1.1411
Epoch 8/25... Discriminator Loss: 1.0642... Generator Loss: 1.2580
Epoch 8/25... Discriminator Loss: 0.9401... Generator Loss: 1.6027
Epoch 8/25... Discriminator Loss: 1.6167... Generator Loss: 2.6812
Epoch 8/25... Discriminator Loss: 1.0718... Generator Loss: 1.8149
Epoch 8/25... Discriminator Loss: 0.9627... Generator Loss: 1.6336
Epoch 8/25... Discriminator Loss: 1.2115... Generator Loss: 1.8342
Epoch 8/25... Discriminator Loss: 1.1967... Generator Loss: 1.2879
Epoch 8/25... Discriminator Loss: 1.3653... Generator Loss: 2.3895
Epoch 8/25... Discriminator Loss: 1.0575... Generator Loss: 1.7981
Epoch 8/25... Discriminator Loss: 1.1743... Generator Loss: 1.2011
Epoch 8/25... Discriminator Loss: 0.8336... Generator Loss: 1.8070
Epoch 8/25... Discriminator Loss: 0.8730... Generator Loss: 1.5820
Epoch 8/25... Discriminator Loss: 0.7675... Generator Loss: 1.7421
Epoch 8/25... Discriminator Loss: 0.7972... Generator Loss: 1.5815
Epoch 8/25... Discriminator Loss: 0.8598... Generator Loss: 1.8411
Epoch 8/25... Discriminator Loss: 1.2036... Generator Loss: 1.2321
Epoch 8/25... Discriminator Loss: 1.0122... Generator Loss: 1.6601
Epoch 8/25... Discriminator Loss: 1.0991... Generator Loss: 2.5165
Epoch 8/25... Discriminator Loss: 1.0133... Generator Loss: 1.5133
Epoch 8/25... Discriminator Loss: 1.4314... Generator Loss: 0.8682
Epoch 8/25... Discriminator Loss: 1.2833... Generator Loss: 0.8727
Epoch 8/25... Discriminator Loss: 1.0073... Generator Loss: 1.2883
Epoch 8/25... Discriminator Loss: 1.0111... Generator Loss: 2.0061
Epoch 8/25... Discriminator Loss: 1.1310... Generator Loss: 1.0879
Epoch 8/25... Discriminator Loss: 1.0160... Generator Loss: 1.4031
Epoch 8/25... Discriminator Loss: 1.0694... Generator Loss: 1.6508
Epoch 8/25... Discriminator Loss: 1.1793... Generator Loss: 1.1690
Epoch 8/25... Discriminator Loss: 1.2707... Generator Loss: 1.1943
Epoch 8/25... Discriminator Loss: 1.0969... Generator Loss: 1.7619
Epoch 8/25... Discriminator Loss: 1.0111... Generator Loss: 1.8319
Epoch 8/25... Discriminator Loss: 1.0498... Generator Loss: 2.5263
Epoch 8/25... Discriminator Loss: 1.0586... Generator Loss: 1.7953
Epoch 8/25... Discriminator Loss: 1.0069... Generator Loss: 2.0670
Epoch 8/25... Discriminator Loss: 1.3047... Generator Loss: 1.2155
Epoch 8/25... Discriminator Loss: 0.9357... Generator Loss: 1.5913
Epoch 8/25... Discriminator Loss: 0.9667... Generator Loss: 2.5768
Epoch 8/25... Discriminator Loss: 1.1120... Generator Loss: 1.5542
Epoch 8/25... Discriminator Loss: 1.0257... Generator Loss: 1.1842
Epoch 8/25... Discriminator Loss: 1.0326... Generator Loss: 1.2440
Epoch 8/25... Discriminator Loss: 1.0197... Generator Loss: 1.7230
Epoch 8/25... Discriminator Loss: 1.1233... Generator Loss: 1.3619
Epoch 8/25... Discriminator Loss: 1.1037... Generator Loss: 1.0152
Epoch 8/25... Discriminator Loss: 1.0829... Generator Loss: 1.4344
Epoch 8/25... Discriminator Loss: 0.9489... Generator Loss: 2.0385
Epoch 8/25... Discriminator Loss: 1.0360... Generator Loss: 1.1830
Epoch 8/25... Discriminator Loss: 1.0662... Generator Loss: 1.1174
Epoch 8/25... Discriminator Loss: 0.9895... Generator Loss: 1.4801
Epoch 8/25... Discriminator Loss: 1.0303... Generator Loss: 1.4457
Epoch 8/25... Discriminator Loss: 1.0888... Generator Loss: 1.3016
Epoch 8/25... Discriminator Loss: 0.8606... Generator Loss: 1.5333
Epoch 8/25... Discriminator Loss: 1.1066... Generator Loss: 2.3496
Epoch 8/25... Discriminator Loss: 1.1407... Generator Loss: 1.3249
Epoch 8/25... Discriminator Loss: 0.9412... Generator Loss: 1.4418
Epoch 8/25... Discriminator Loss: 1.0442... Generator Loss: 1.7719
Epoch 8/25... Discriminator Loss: 0.9890... Generator Loss: 1.3417
Epoch 8/25... Discriminator Loss: 0.9477... Generator Loss: 1.4746
Epoch 8/25... Discriminator Loss: 2.0076... Generator Loss: 0.7319
Epoch 8/25... Discriminator Loss: 0.9203... Generator Loss: 1.6392
Epoch 8/25... Discriminator Loss: 1.3504... Generator Loss: 2.4435
Epoch 8/25... Discriminator Loss: 1.1167... Generator Loss: 1.6722
Epoch 8/25... Discriminator Loss: 0.9721... Generator Loss: 1.4513
Epoch 8/25... Discriminator Loss: 0.8984... Generator Loss: 1.6489
Epoch 8/25... Discriminator Loss: 0.9955... Generator Loss: 1.7522
Epoch 8/25... Discriminator Loss: 1.0472... Generator Loss: 1.9374
Epoch 8/25... Discriminator Loss: 1.0996... Generator Loss: 1.0714
Epoch 8/25... Discriminator Loss: 1.1856... Generator Loss: 1.4768
Epoch 8/25... Discriminator Loss: 1.3881... Generator Loss: 0.7498
Epoch 8/25... Discriminator Loss: 1.1807... Generator Loss: 1.5974
Epoch 8/25... Discriminator Loss: 1.3226... Generator Loss: 2.1330
Epoch 8/25... Discriminator Loss: 1.6692... Generator Loss: 0.7211
Epoch 8/25... Discriminator Loss: 1.1245... Generator Loss: 1.5886
Epoch 8/25... Discriminator Loss: 1.0138... Generator Loss: 1.3343
Epoch 8/25... Discriminator Loss: 1.0980... Generator Loss: 1.6170
Epoch 8/25... Discriminator Loss: 1.1688... Generator Loss: 1.1951
Epoch 8/25... Discriminator Loss: 0.9264... Generator Loss: 1.9557
Epoch 8/25... Discriminator Loss: 1.1062... Generator Loss: 1.1747
Epoch 8/25... Discriminator Loss: 1.2292... Generator Loss: 1.2603
Epoch 8/25... Discriminator Loss: 1.2041... Generator Loss: 0.7884
Epoch 8/25... Discriminator Loss: 1.1923... Generator Loss: 1.1670
Epoch 8/25... Discriminator Loss: 1.0183... Generator Loss: 1.4913
Epoch 8/25... Discriminator Loss: 1.5204... Generator Loss: 2.4692
Epoch 8/25... Discriminator Loss: 1.4915... Generator Loss: 2.6229
Epoch 8/25... Discriminator Loss: 1.1981... Generator Loss: 1.1258
Epoch 8/25... Discriminator Loss: 1.0259... Generator Loss: 2.0600
Epoch 8/25... Discriminator Loss: 1.2533... Generator Loss: 2.6543
Epoch 8/25... Discriminator Loss: 0.8629... Generator Loss: 1.7686
Epoch 8/25... Discriminator Loss: 1.3357... Generator Loss: 2.0210
Epoch 8/25... Discriminator Loss: 1.0676... Generator Loss: 1.3562
Epoch 8/25... Discriminator Loss: 0.8976... Generator Loss: 1.4377
Epoch 8/25... Discriminator Loss: 1.2462... Generator Loss: 1.0127
Epoch 8/25... Discriminator Loss: 0.9741... Generator Loss: 2.6443
Epoch 8/25... Discriminator Loss: 1.0001... Generator Loss: 1.6847
Epoch 8/25... Discriminator Loss: 1.0170... Generator Loss: 1.6039
Epoch 8/25... Discriminator Loss: 0.9608... Generator Loss: 1.4323
Epoch 8/25... Discriminator Loss: 0.9644... Generator Loss: 1.4449
Epoch 8/25... Discriminator Loss: 1.0971... Generator Loss: 1.3856
Epoch 8/25... Discriminator Loss: 1.1721... Generator Loss: 1.1497
Epoch 8/25... Discriminator Loss: 1.0229... Generator Loss: 1.3783
Epoch 8/25... Discriminator Loss: 0.9690... Generator Loss: 1.4613
Epoch 8/25... Discriminator Loss: 1.0075... Generator Loss: 1.5772
Epoch 8/25... Discriminator Loss: 1.4354... Generator Loss: 2.7910
Epoch 8/25... Discriminator Loss: 1.4264... Generator Loss: 0.7696
Epoch 8/25... Discriminator Loss: 1.1041... Generator Loss: 1.4579
Epoch 8/25... Discriminator Loss: 1.0746... Generator Loss: 1.4665
Epoch 8/25... Discriminator Loss: 1.0807... Generator Loss: 1.3039
Epoch 8/25... Discriminator Loss: 0.8990... Generator Loss: 1.9099
Epoch 8/25... Discriminator Loss: 1.0319... Generator Loss: 1.7451
Epoch 8/25... Discriminator Loss: 1.1442... Generator Loss: 1.8402
Epoch 8/25... Discriminator Loss: 0.9930... Generator Loss: 1.4459
Epoch 8/25... Discriminator Loss: 1.3478... Generator Loss: 0.9632
Epoch 8/25... Discriminator Loss: 0.9827... Generator Loss: 1.3627
Epoch 8/25... Discriminator Loss: 1.1005... Generator Loss: 2.2660
Epoch 8/25... Discriminator Loss: 1.1484... Generator Loss: 1.9680
Epoch 8/25... Discriminator Loss: 1.0812... Generator Loss: 1.5570
Epoch 8/25... Discriminator Loss: 1.0272... Generator Loss: 1.0212
Epoch 8/25... Discriminator Loss: 0.9766... Generator Loss: 1.2951
Epoch 8/25... Discriminator Loss: 1.0744... Generator Loss: 1.1423
Epoch 8/25... Discriminator Loss: 1.1302... Generator Loss: 1.5663
Epoch 8/25... Discriminator Loss: 1.1849... Generator Loss: 1.6984
Epoch 8/25... Discriminator Loss: 1.1982... Generator Loss: 1.2508
Epoch 8/25... Discriminator Loss: 1.8044... Generator Loss: 3.4690
Epoch 8/25... Discriminator Loss: 1.2371... Generator Loss: 1.9013
Epoch 8/25... Discriminator Loss: 0.8884... Generator Loss: 1.5366
Epoch 8/25... Discriminator Loss: 1.3106... Generator Loss: 1.0275
Epoch 8/25... Discriminator Loss: 1.0499... Generator Loss: 1.5545
Epoch 8/25... Discriminator Loss: 0.9698... Generator Loss: 1.6365
Epoch 8/25... Discriminator Loss: 1.0374... Generator Loss: 1.0789
Epoch 8/25... Discriminator Loss: 1.0575... Generator Loss: 1.6365
Epoch 8/25... Discriminator Loss: 0.9475... Generator Loss: 1.1554
Epoch 8/25... Discriminator Loss: 1.0330... Generator Loss: 1.9156
Epoch 8/25... Discriminator Loss: 1.0476... Generator Loss: 1.2479
Epoch 8/25... Discriminator Loss: 1.1254... Generator Loss: 1.2923
Epoch 8/25... Discriminator Loss: 1.0498... Generator Loss: 1.6534
Epoch 8/25... Discriminator Loss: 1.1396... Generator Loss: 1.5989
Epoch 9/25... Discriminator Loss: 0.9480... Generator Loss: 1.7108
Epoch 9/25... Discriminator Loss: 1.0539... Generator Loss: 1.6065
Epoch 9/25... Discriminator Loss: 1.1649... Generator Loss: 1.2054
Epoch 9/25... Discriminator Loss: 1.2992... Generator Loss: 2.4586
Epoch 9/25... Discriminator Loss: 1.0824... Generator Loss: 1.5103
Epoch 9/25... Discriminator Loss: 1.1873... Generator Loss: 2.0545
Epoch 9/25... Discriminator Loss: 1.0154... Generator Loss: 2.2491
Epoch 9/25... Discriminator Loss: 1.0570... Generator Loss: 1.2552
Epoch 9/25... Discriminator Loss: 0.9547... Generator Loss: 1.2730
Epoch 9/25... Discriminator Loss: 1.1759... Generator Loss: 1.2502
Epoch 9/25... Discriminator Loss: 1.0234... Generator Loss: 2.1576
Epoch 9/25... Discriminator Loss: 1.1942... Generator Loss: 0.8555
Epoch 9/25... Discriminator Loss: 1.1157... Generator Loss: 1.7362
Epoch 9/25... Discriminator Loss: 1.0074... Generator Loss: 2.2373
Epoch 9/25... Discriminator Loss: 0.9317... Generator Loss: 1.6344
Epoch 9/25... Discriminator Loss: 1.0996... Generator Loss: 1.7192
Epoch 9/25... Discriminator Loss: 1.2147... Generator Loss: 1.8140
Epoch 9/25... Discriminator Loss: 1.1571... Generator Loss: 1.4434
Epoch 9/25... Discriminator Loss: 1.0691... Generator Loss: 1.1573
Epoch 9/25... Discriminator Loss: 1.0790... Generator Loss: 1.6228
Epoch 9/25... Discriminator Loss: 1.1323... Generator Loss: 1.5334
Epoch 9/25... Discriminator Loss: 1.3303... Generator Loss: 0.8714
Epoch 9/25... Discriminator Loss: 1.0870... Generator Loss: 2.4497
Epoch 9/25... Discriminator Loss: 1.0001... Generator Loss: 1.2195
Epoch 9/25... Discriminator Loss: 1.0197... Generator Loss: 1.5384
Epoch 9/25... Discriminator Loss: 1.1806... Generator Loss: 2.0299
Epoch 9/25... Discriminator Loss: 1.1101... Generator Loss: 0.8546
Epoch 9/25... Discriminator Loss: 1.1208... Generator Loss: 1.3144
Epoch 9/25... Discriminator Loss: 1.0110... Generator Loss: 1.7441
Epoch 9/25... Discriminator Loss: 1.1962... Generator Loss: 1.9486
Epoch 9/25... Discriminator Loss: 1.2929... Generator Loss: 1.7398
Epoch 9/25... Discriminator Loss: 1.1809... Generator Loss: 1.9823
Epoch 9/25... Discriminator Loss: 1.0693... Generator Loss: 1.6690
Epoch 9/25... Discriminator Loss: 0.9880... Generator Loss: 1.5066
Epoch 9/25... Discriminator Loss: 1.1702... Generator Loss: 1.6680
Epoch 9/25... Discriminator Loss: 1.0834... Generator Loss: 1.6021
Epoch 9/25... Discriminator Loss: 1.4792... Generator Loss: 1.0196
Epoch 9/25... Discriminator Loss: 0.9884... Generator Loss: 1.3767
Epoch 9/25... Discriminator Loss: 1.0730... Generator Loss: 1.6171
Epoch 9/25... Discriminator Loss: 0.8981... Generator Loss: 1.7621
Epoch 9/25... Discriminator Loss: 2.1202... Generator Loss: 0.4523
Epoch 9/25... Discriminator Loss: 1.1692... Generator Loss: 1.3292
Epoch 9/25... Discriminator Loss: 1.1252... Generator Loss: 1.4942
Epoch 9/25... Discriminator Loss: 1.0588... Generator Loss: 1.9031
Epoch 9/25... Discriminator Loss: 1.2007... Generator Loss: 1.1282
Epoch 9/25... Discriminator Loss: 1.2597... Generator Loss: 2.3928
Epoch 9/25... Discriminator Loss: 1.0012... Generator Loss: 1.1477
Epoch 9/25... Discriminator Loss: 1.1483... Generator Loss: 1.5982
Epoch 9/25... Discriminator Loss: 1.0395... Generator Loss: 1.4922
Epoch 9/25... Discriminator Loss: 1.2647... Generator Loss: 1.6033
Epoch 9/25... Discriminator Loss: 1.0155... Generator Loss: 1.5691
Epoch 9/25... Discriminator Loss: 1.3380... Generator Loss: 1.2019
Epoch 9/25... Discriminator Loss: 0.9118... Generator Loss: 1.5534
Epoch 9/25... Discriminator Loss: 0.7914... Generator Loss: 1.6980
Epoch 9/25... Discriminator Loss: 0.8141... Generator Loss: 2.1852
Epoch 9/25... Discriminator Loss: 1.0893... Generator Loss: 2.2111
Epoch 9/25... Discriminator Loss: 1.5377... Generator Loss: 1.1836
Epoch 9/25... Discriminator Loss: 1.1287... Generator Loss: 1.4292
Epoch 9/25... Discriminator Loss: 1.1887... Generator Loss: 1.7868
Epoch 9/25... Discriminator Loss: 0.9476... Generator Loss: 1.3128
Epoch 9/25... Discriminator Loss: 1.2153... Generator Loss: 2.3594
Epoch 9/25... Discriminator Loss: 0.9354... Generator Loss: 2.0217
Epoch 9/25... Discriminator Loss: 0.9653... Generator Loss: 1.3472
Epoch 9/25... Discriminator Loss: 1.1903... Generator Loss: 1.7000
Epoch 9/25... Discriminator Loss: 1.2697... Generator Loss: 2.0928
Epoch 9/25... Discriminator Loss: 1.1999... Generator Loss: 1.3888
Epoch 9/25... Discriminator Loss: 1.4647... Generator Loss: 0.8966
Epoch 9/25... Discriminator Loss: 1.4584... Generator Loss: 2.0211
Epoch 9/25... Discriminator Loss: 1.1102... Generator Loss: 1.3097
Epoch 9/25... Discriminator Loss: 1.1237... Generator Loss: 1.3018
Epoch 9/25... Discriminator Loss: 1.1716... Generator Loss: 1.2810
Epoch 9/25... Discriminator Loss: 1.1483... Generator Loss: 1.2836
Epoch 9/25... Discriminator Loss: 1.2549... Generator Loss: 1.2286
Epoch 9/25... Discriminator Loss: 1.1364... Generator Loss: 1.2365
Epoch 9/25... Discriminator Loss: 1.0604... Generator Loss: 1.4573
Epoch 9/25... Discriminator Loss: 1.0278... Generator Loss: 1.3046
Epoch 9/25... Discriminator Loss: 1.2636... Generator Loss: 1.2567
Epoch 9/25... Discriminator Loss: 0.9329... Generator Loss: 2.0322
Epoch 9/25... Discriminator Loss: 1.1828... Generator Loss: 1.5551
Epoch 9/25... Discriminator Loss: 0.9498... Generator Loss: 1.3062
Epoch 9/25... Discriminator Loss: 1.0872... Generator Loss: 1.9244
Epoch 9/25... Discriminator Loss: 1.0598... Generator Loss: 1.5623
Epoch 9/25... Discriminator Loss: 1.0209... Generator Loss: 1.8895
Epoch 9/25... Discriminator Loss: 1.5405... Generator Loss: 2.7406
Epoch 9/25... Discriminator Loss: 1.3692... Generator Loss: 1.2746
Epoch 9/25... Discriminator Loss: 1.0753... Generator Loss: 1.0727
Epoch 9/25... Discriminator Loss: 1.1165... Generator Loss: 1.6699
Epoch 9/25... Discriminator Loss: 1.3994... Generator Loss: 2.6226
Epoch 9/25... Discriminator Loss: 1.2586... Generator Loss: 2.1987
Epoch 9/25... Discriminator Loss: 1.1230... Generator Loss: 1.4261
Epoch 9/25... Discriminator Loss: 1.2187... Generator Loss: 1.8918
Epoch 9/25... Discriminator Loss: 1.7387... Generator Loss: 0.6198
Epoch 9/25... Discriminator Loss: 1.0961... Generator Loss: 1.3332
Epoch 9/25... Discriminator Loss: 1.0709... Generator Loss: 1.5852
Epoch 9/25... Discriminator Loss: 1.0635... Generator Loss: 1.2139
Epoch 9/25... Discriminator Loss: 1.0873... Generator Loss: 1.9772
Epoch 9/25... Discriminator Loss: 1.0232... Generator Loss: 1.6245
Epoch 9/25... Discriminator Loss: 1.3562... Generator Loss: 0.8996
Epoch 9/25... Discriminator Loss: 0.9578... Generator Loss: 1.5398
Epoch 9/25... Discriminator Loss: 0.7231... Generator Loss: 1.4857
Epoch 9/25... Discriminator Loss: 1.1612... Generator Loss: 1.2886
Epoch 9/25... Discriminator Loss: 1.2555... Generator Loss: 1.6664
Epoch 9/25... Discriminator Loss: 1.2293... Generator Loss: 1.0964
Epoch 9/25... Discriminator Loss: 1.0058... Generator Loss: 1.8208
Epoch 9/25... Discriminator Loss: 1.1732... Generator Loss: 1.4490
Epoch 9/25... Discriminator Loss: 1.1641... Generator Loss: 2.2712
Epoch 9/25... Discriminator Loss: 1.0752... Generator Loss: 1.6404
Epoch 9/25... Discriminator Loss: 1.2140... Generator Loss: 1.3141
Epoch 9/25... Discriminator Loss: 1.1558... Generator Loss: 1.2409
Epoch 9/25... Discriminator Loss: 1.0685... Generator Loss: 1.4623
Epoch 9/25... Discriminator Loss: 0.9527... Generator Loss: 1.7046
Epoch 9/25... Discriminator Loss: 1.0464... Generator Loss: 1.5513
Epoch 9/25... Discriminator Loss: 0.8551... Generator Loss: 2.0543
Epoch 9/25... Discriminator Loss: 0.7883... Generator Loss: 2.8270
Epoch 9/25... Discriminator Loss: 1.5264... Generator Loss: 1.0283
Epoch 9/25... Discriminator Loss: 1.0553... Generator Loss: 2.8905
Epoch 9/25... Discriminator Loss: 1.0272... Generator Loss: 1.9341
Epoch 9/25... Discriminator Loss: 1.1082... Generator Loss: 1.2769
Epoch 9/25... Discriminator Loss: 1.1575... Generator Loss: 1.5870
Epoch 9/25... Discriminator Loss: 1.0001... Generator Loss: 1.8100
Epoch 9/25... Discriminator Loss: 1.0077... Generator Loss: 1.1631
Epoch 9/25... Discriminator Loss: 1.0001... Generator Loss: 1.6582
Epoch 9/25... Discriminator Loss: 0.7906... Generator Loss: 1.4067
Epoch 9/25... Discriminator Loss: 1.1856... Generator Loss: 1.7854
Epoch 9/25... Discriminator Loss: 1.1069... Generator Loss: 1.9504
Epoch 9/25... Discriminator Loss: 1.2069... Generator Loss: 1.2920
Epoch 9/25... Discriminator Loss: 1.0780... Generator Loss: 1.5056
Epoch 9/25... Discriminator Loss: 0.9982... Generator Loss: 1.4917
Epoch 9/25... Discriminator Loss: 1.1599... Generator Loss: 1.1482
Epoch 9/25... Discriminator Loss: 0.7897... Generator Loss: 1.6909
Epoch 9/25... Discriminator Loss: 1.9195... Generator Loss: 3.4092
Epoch 9/25... Discriminator Loss: 1.3104... Generator Loss: 1.3133
Epoch 9/25... Discriminator Loss: 0.9950... Generator Loss: 1.3362
Epoch 9/25... Discriminator Loss: 1.2773... Generator Loss: 2.4122
Epoch 9/25... Discriminator Loss: 1.4093... Generator Loss: 0.5624
Epoch 9/25... Discriminator Loss: 0.9987... Generator Loss: 1.3306
Epoch 9/25... Discriminator Loss: 1.0997... Generator Loss: 1.9424
Epoch 9/25... Discriminator Loss: 1.0229... Generator Loss: 2.1092
Epoch 9/25... Discriminator Loss: 1.0845... Generator Loss: 1.1048
Epoch 9/25... Discriminator Loss: 1.1034... Generator Loss: 1.1651
Epoch 9/25... Discriminator Loss: 1.2030... Generator Loss: 1.8569
Epoch 9/25... Discriminator Loss: 0.9774... Generator Loss: 1.5801
Epoch 9/25... Discriminator Loss: 1.1536... Generator Loss: 1.3270
Epoch 9/25... Discriminator Loss: 1.1346... Generator Loss: 1.1729
Epoch 9/25... Discriminator Loss: 1.1210... Generator Loss: 1.4565
Epoch 9/25... Discriminator Loss: 1.0861... Generator Loss: 1.4853
Epoch 9/25... Discriminator Loss: 1.1445... Generator Loss: 1.8311
Epoch 9/25... Discriminator Loss: 1.0107... Generator Loss: 1.5369
Epoch 9/25... Discriminator Loss: 1.0095... Generator Loss: 1.7066
Epoch 9/25... Discriminator Loss: 1.0661... Generator Loss: 1.7496
Epoch 9/25... Discriminator Loss: 1.1500... Generator Loss: 1.5825
Epoch 9/25... Discriminator Loss: 1.1633... Generator Loss: 1.5542
Epoch 9/25... Discriminator Loss: 1.0608... Generator Loss: 1.3584
Epoch 9/25... Discriminator Loss: 1.1476... Generator Loss: 0.8627
Epoch 9/25... Discriminator Loss: 1.0851... Generator Loss: 1.7571
Epoch 9/25... Discriminator Loss: 1.0826... Generator Loss: 1.5426
Epoch 9/25... Discriminator Loss: 0.8822... Generator Loss: 1.7479
Epoch 9/25... Discriminator Loss: 0.9830... Generator Loss: 1.4877
Epoch 9/25... Discriminator Loss: 1.1318... Generator Loss: 1.3702
Epoch 10/25... Discriminator Loss: 1.1906... Generator Loss: 2.6062
Epoch 10/25... Discriminator Loss: 1.0980... Generator Loss: 0.9789
Epoch 10/25... Discriminator Loss: 1.9059... Generator Loss: 1.2221
Epoch 10/25... Discriminator Loss: 1.1124... Generator Loss: 2.7791
Epoch 10/25... Discriminator Loss: 1.1521... Generator Loss: 1.5465
Epoch 10/25... Discriminator Loss: 0.9493... Generator Loss: 1.9044
Epoch 10/25... Discriminator Loss: 1.1206... Generator Loss: 1.7842
Epoch 10/25... Discriminator Loss: 1.2020... Generator Loss: 1.2663
Epoch 10/25... Discriminator Loss: 1.1272... Generator Loss: 1.4354
Epoch 10/25... Discriminator Loss: 0.9538... Generator Loss: 1.6684
Epoch 10/25... Discriminator Loss: 1.0500... Generator Loss: 1.7168
Epoch 10/25... Discriminator Loss: 1.1046... Generator Loss: 1.0811
Epoch 10/25... Discriminator Loss: 1.0021... Generator Loss: 1.4711
Epoch 10/25... Discriminator Loss: 0.9740... Generator Loss: 1.9250
Epoch 10/25... Discriminator Loss: 1.1981... Generator Loss: 1.2084
Epoch 10/25... Discriminator Loss: 1.0342... Generator Loss: 1.5607
Epoch 10/25... Discriminator Loss: 0.8906... Generator Loss: 1.4257
Epoch 10/25... Discriminator Loss: 1.0856... Generator Loss: 1.9747
Epoch 10/25... Discriminator Loss: 0.8375... Generator Loss: 1.3968
Epoch 10/25... Discriminator Loss: 1.0404... Generator Loss: 1.2583
Epoch 10/25... Discriminator Loss: 1.0440... Generator Loss: 1.6566
Epoch 10/25... Discriminator Loss: 1.1203... Generator Loss: 1.4258
Epoch 10/25... Discriminator Loss: 1.1072... Generator Loss: 1.4174
Epoch 10/25... Discriminator Loss: 1.0543... Generator Loss: 1.6006
Epoch 10/25... Discriminator Loss: 1.0567... Generator Loss: 1.5860
Epoch 10/25... Discriminator Loss: 1.3706... Generator Loss: 2.4692
Epoch 10/25... Discriminator Loss: 1.2103... Generator Loss: 1.3337
Epoch 10/25... Discriminator Loss: 0.9621... Generator Loss: 1.7243
Epoch 10/25... Discriminator Loss: 1.0969... Generator Loss: 2.0306
Epoch 10/25... Discriminator Loss: 1.0562... Generator Loss: 2.3201
Epoch 10/25... Discriminator Loss: 1.0948... Generator Loss: 1.7447
Epoch 10/25... Discriminator Loss: 1.1436... Generator Loss: 1.4870
Epoch 10/25... Discriminator Loss: 1.1030... Generator Loss: 1.3917
Epoch 10/25... Discriminator Loss: 0.8363... Generator Loss: 1.8716
Epoch 10/25... Discriminator Loss: 1.1329... Generator Loss: 1.1863
Epoch 10/25... Discriminator Loss: 0.9510... Generator Loss: 1.4643
Epoch 10/25... Discriminator Loss: 1.3945... Generator Loss: 0.7872
Epoch 10/25... Discriminator Loss: 1.1240... Generator Loss: 1.6154
Epoch 10/25... Discriminator Loss: 1.2479... Generator Loss: 1.1255
Epoch 10/25... Discriminator Loss: 0.9398... Generator Loss: 1.5357
Epoch 10/25... Discriminator Loss: 1.5007... Generator Loss: 0.9506
Epoch 10/25... Discriminator Loss: 1.0899... Generator Loss: 1.6275
Epoch 10/25... Discriminator Loss: 0.9321... Generator Loss: 1.5380
Epoch 10/25... Discriminator Loss: 1.0496... Generator Loss: 1.3774
Epoch 10/25... Discriminator Loss: 1.1185... Generator Loss: 1.2697
Epoch 10/25... Discriminator Loss: 1.3171... Generator Loss: 0.8686
Epoch 10/25... Discriminator Loss: 0.9237... Generator Loss: 1.4330
Epoch 10/25... Discriminator Loss: 1.0152... Generator Loss: 1.5954
Epoch 10/25... Discriminator Loss: 0.9576... Generator Loss: 1.5195
Epoch 10/25... Discriminator Loss: 1.2074... Generator Loss: 0.9889
Epoch 10/25... Discriminator Loss: 1.3058... Generator Loss: 2.9819
Epoch 10/25... Discriminator Loss: 1.0888... Generator Loss: 1.0948
Epoch 10/25... Discriminator Loss: 1.0784... Generator Loss: 1.4304
Epoch 10/25... Discriminator Loss: 1.0881... Generator Loss: 1.4600
Epoch 10/25... Discriminator Loss: 1.1388... Generator Loss: 1.8300
Epoch 10/25... Discriminator Loss: 1.2168... Generator Loss: 1.9710
Epoch 10/25... Discriminator Loss: 1.2098... Generator Loss: 1.8127
Epoch 10/25... Discriminator Loss: 1.2041... Generator Loss: 1.2002
Epoch 10/25... Discriminator Loss: 1.1559... Generator Loss: 1.0953
Epoch 10/25... Discriminator Loss: 0.9405... Generator Loss: 1.2670
Epoch 10/25... Discriminator Loss: 1.0067... Generator Loss: 1.4792
Epoch 10/25... Discriminator Loss: 1.1210... Generator Loss: 1.9608
Epoch 10/25... Discriminator Loss: 1.0791... Generator Loss: 1.3356
Epoch 10/25... Discriminator Loss: 1.2473... Generator Loss: 1.0099
Epoch 10/25... Discriminator Loss: 1.2152... Generator Loss: 1.1306
Epoch 10/25... Discriminator Loss: 1.0476... Generator Loss: 1.1982
Epoch 10/25... Discriminator Loss: 1.0890... Generator Loss: 0.9697
Epoch 10/25... Discriminator Loss: 1.0303... Generator Loss: 1.2673
Epoch 10/25... Discriminator Loss: 1.1125... Generator Loss: 1.2360
Epoch 10/25... Discriminator Loss: 1.1206... Generator Loss: 1.2800
Epoch 10/25... Discriminator Loss: 1.2013... Generator Loss: 1.0211
Epoch 10/25... Discriminator Loss: 1.2128... Generator Loss: 1.2943
Epoch 10/25... Discriminator Loss: 0.9741... Generator Loss: 1.8860
Epoch 10/25... Discriminator Loss: 1.1076... Generator Loss: 1.8605
Epoch 10/25... Discriminator Loss: 1.0534... Generator Loss: 1.1893
Epoch 10/25... Discriminator Loss: 0.9200... Generator Loss: 1.3837
Epoch 10/25... Discriminator Loss: 1.2706... Generator Loss: 0.9143
Epoch 10/25... Discriminator Loss: 1.0527... Generator Loss: 1.1270
Epoch 10/25... Discriminator Loss: 1.0475... Generator Loss: 1.5131
Epoch 10/25... Discriminator Loss: 1.2190... Generator Loss: 1.2739
Epoch 10/25... Discriminator Loss: 0.9717... Generator Loss: 1.7366
Epoch 10/25... Discriminator Loss: 1.2100... Generator Loss: 1.9057
Epoch 10/25... Discriminator Loss: 0.8828... Generator Loss: 1.7423
Epoch 10/25... Discriminator Loss: 1.3696... Generator Loss: 1.4518
Epoch 10/25... Discriminator Loss: 1.1519... Generator Loss: 1.4637
Epoch 10/25... Discriminator Loss: 0.9088... Generator Loss: 1.5296
Epoch 10/25... Discriminator Loss: 0.9470... Generator Loss: 1.4626
Epoch 10/25... Discriminator Loss: 1.2554... Generator Loss: 1.7535
Epoch 10/25... Discriminator Loss: 1.2789... Generator Loss: 2.0491
Epoch 10/25... Discriminator Loss: 1.1895... Generator Loss: 1.6411
Epoch 10/25... Discriminator Loss: 1.0359... Generator Loss: 1.8882
Epoch 10/25... Discriminator Loss: 1.4442... Generator Loss: 0.8573
Epoch 10/25... Discriminator Loss: 1.1789... Generator Loss: 1.3523
Epoch 10/25... Discriminator Loss: 1.0997... Generator Loss: 1.1399
Epoch 10/25... Discriminator Loss: 0.9874... Generator Loss: 1.1762
Epoch 10/25... Discriminator Loss: 1.1634... Generator Loss: 2.1028
Epoch 10/25... Discriminator Loss: 1.1407... Generator Loss: 1.3219
Epoch 10/25... Discriminator Loss: 1.0366... Generator Loss: 1.3035
Epoch 10/25... Discriminator Loss: 1.3048... Generator Loss: 0.9189
Epoch 10/25... Discriminator Loss: 1.0358... Generator Loss: 1.1760
Epoch 10/25... Discriminator Loss: 0.9824... Generator Loss: 1.9052
Epoch 10/25... Discriminator Loss: 1.3273... Generator Loss: 1.8752
Epoch 10/25... Discriminator Loss: 1.1808... Generator Loss: 1.0689
Epoch 10/25... Discriminator Loss: 1.0422... Generator Loss: 1.2798
Epoch 10/25... Discriminator Loss: 1.1218... Generator Loss: 1.4997
Epoch 10/25... Discriminator Loss: 1.0480... Generator Loss: 1.8342
Epoch 10/25... Discriminator Loss: 1.0114... Generator Loss: 1.4654
Epoch 10/25... Discriminator Loss: 1.0125... Generator Loss: 1.5531
Epoch 10/25... Discriminator Loss: 1.2263... Generator Loss: 1.7705
Epoch 10/25... Discriminator Loss: 1.1078... Generator Loss: 1.4487
Epoch 10/25... Discriminator Loss: 1.1366... Generator Loss: 1.3380
Epoch 10/25... Discriminator Loss: 1.0746... Generator Loss: 1.9390
Epoch 10/25... Discriminator Loss: 1.2096... Generator Loss: 1.1240
Epoch 10/25... Discriminator Loss: 1.2113... Generator Loss: 1.5495
Epoch 10/25... Discriminator Loss: 1.0143... Generator Loss: 1.6055
Epoch 10/25... Discriminator Loss: 1.0851... Generator Loss: 3.2414
Epoch 10/25... Discriminator Loss: 1.0490... Generator Loss: 1.7590
Epoch 10/25... Discriminator Loss: 1.0446... Generator Loss: 1.6898
Epoch 10/25... Discriminator Loss: 1.6159... Generator Loss: 0.8199
Epoch 10/25... Discriminator Loss: 0.9993... Generator Loss: 1.5996
Epoch 10/25... Discriminator Loss: 1.0540... Generator Loss: 1.2327
Epoch 10/25... Discriminator Loss: 1.1070... Generator Loss: 1.4655
Epoch 10/25... Discriminator Loss: 1.2594... Generator Loss: 2.6008
Epoch 10/25... Discriminator Loss: 1.0774... Generator Loss: 1.2517
Epoch 10/25... Discriminator Loss: 1.1236... Generator Loss: 2.0723
Epoch 10/25... Discriminator Loss: 1.2482... Generator Loss: 1.7399
Epoch 10/25... Discriminator Loss: 1.0725... Generator Loss: 1.1616
Epoch 10/25... Discriminator Loss: 1.0315... Generator Loss: 1.2446
Epoch 10/25... Discriminator Loss: 1.1137... Generator Loss: 0.9994
Epoch 10/25... Discriminator Loss: 0.9912... Generator Loss: 1.4918
Epoch 10/25... Discriminator Loss: 1.0933... Generator Loss: 1.6422
Epoch 10/25... Discriminator Loss: 1.1798... Generator Loss: 0.9209
Epoch 10/25... Discriminator Loss: 1.1510... Generator Loss: 1.3089
Epoch 10/25... Discriminator Loss: 1.0728... Generator Loss: 1.2403
Epoch 10/25... Discriminator Loss: 1.0588... Generator Loss: 0.7219
Epoch 10/25... Discriminator Loss: 0.9158... Generator Loss: 2.1090
Epoch 10/25... Discriminator Loss: 1.0629... Generator Loss: 1.6324
Epoch 10/25... Discriminator Loss: 1.1799... Generator Loss: 1.3836
Epoch 10/25... Discriminator Loss: 1.1373... Generator Loss: 1.4793
Epoch 10/25... Discriminator Loss: 1.1200... Generator Loss: 1.3743
Epoch 10/25... Discriminator Loss: 1.2204... Generator Loss: 1.0851
Epoch 10/25... Discriminator Loss: 1.0740... Generator Loss: 1.2233
Epoch 10/25... Discriminator Loss: 1.1914... Generator Loss: 1.1376
Epoch 10/25... Discriminator Loss: 1.0898... Generator Loss: 1.5046
Epoch 10/25... Discriminator Loss: 0.9710... Generator Loss: 1.3422
Epoch 10/25... Discriminator Loss: 0.9256... Generator Loss: 1.4988
Epoch 10/25... Discriminator Loss: 0.8838... Generator Loss: 1.6266
Epoch 10/25... Discriminator Loss: 1.4341... Generator Loss: 2.2730
Epoch 10/25... Discriminator Loss: 1.0703... Generator Loss: 1.9141
Epoch 10/25... Discriminator Loss: 1.1768... Generator Loss: 0.9471
Epoch 10/25... Discriminator Loss: 1.0294... Generator Loss: 1.4916
Epoch 10/25... Discriminator Loss: 0.9034... Generator Loss: 1.6530
Epoch 10/25... Discriminator Loss: 1.0811... Generator Loss: 1.6720
Epoch 10/25... Discriminator Loss: 1.0120... Generator Loss: 1.3184
Epoch 10/25... Discriminator Loss: 1.2515... Generator Loss: 1.9605
Epoch 10/25... Discriminator Loss: 0.9901... Generator Loss: 1.5936
Epoch 10/25... Discriminator Loss: 1.3012... Generator Loss: 1.0071
Epoch 10/25... Discriminator Loss: 1.0714... Generator Loss: 1.5835
Epoch 10/25... Discriminator Loss: 1.1029... Generator Loss: 1.5294
Epoch 11/25... Discriminator Loss: 1.1956... Generator Loss: 1.9198
Epoch 11/25... Discriminator Loss: 1.1575... Generator Loss: 1.5207
Epoch 11/25... Discriminator Loss: 0.9838... Generator Loss: 1.4688
Epoch 11/25... Discriminator Loss: 1.1587... Generator Loss: 1.3449
Epoch 11/25... Discriminator Loss: 1.1817... Generator Loss: 1.0653
Epoch 11/25... Discriminator Loss: 1.3190... Generator Loss: 0.9085
Epoch 11/25... Discriminator Loss: 0.9174... Generator Loss: 2.2367
Epoch 11/25... Discriminator Loss: 1.1024... Generator Loss: 1.1895
Epoch 11/25... Discriminator Loss: 0.9815... Generator Loss: 1.6250
Epoch 11/25... Discriminator Loss: 1.0240... Generator Loss: 1.6993
Epoch 11/25... Discriminator Loss: 1.0093... Generator Loss: 1.7309
Epoch 11/25... Discriminator Loss: 1.0930... Generator Loss: 1.0144
Epoch 11/25... Discriminator Loss: 1.0084... Generator Loss: 1.8509
Epoch 11/25... Discriminator Loss: 1.3789... Generator Loss: 1.1752
Epoch 11/25... Discriminator Loss: 1.4692... Generator Loss: 1.1245
Epoch 11/25... Discriminator Loss: 1.0662... Generator Loss: 1.6831
Epoch 11/25... Discriminator Loss: 1.2340... Generator Loss: 1.1923
Epoch 11/25... Discriminator Loss: 1.0835... Generator Loss: 1.4771
Epoch 11/25... Discriminator Loss: 0.8445... Generator Loss: 1.5293
Epoch 11/25... Discriminator Loss: 1.1796... Generator Loss: 1.9519
Epoch 11/25... Discriminator Loss: 1.0746... Generator Loss: 1.3758
Epoch 11/25... Discriminator Loss: 1.1122... Generator Loss: 1.4100
Epoch 11/25... Discriminator Loss: 1.2840... Generator Loss: 1.0862
Epoch 11/25... Discriminator Loss: 1.2215... Generator Loss: 1.1372
Epoch 11/25... Discriminator Loss: 0.8571... Generator Loss: 1.6845
Epoch 11/25... Discriminator Loss: 1.1695... Generator Loss: 1.0981
Epoch 11/25... Discriminator Loss: 1.5253... Generator Loss: 0.7287
Epoch 11/25... Discriminator Loss: 1.1012... Generator Loss: 1.0915
Epoch 11/25... Discriminator Loss: 0.7558... Generator Loss: 2.0344
Epoch 11/25... Discriminator Loss: 1.0892... Generator Loss: 2.3291
Epoch 11/25... Discriminator Loss: 1.1556... Generator Loss: 1.3640
Epoch 11/25... Discriminator Loss: 1.1216... Generator Loss: 1.0791
Epoch 11/25... Discriminator Loss: 1.0585... Generator Loss: 1.2949
Epoch 11/25... Discriminator Loss: 1.0070... Generator Loss: 1.3741
Epoch 11/25... Discriminator Loss: 1.1818... Generator Loss: 0.9801
Epoch 11/25... Discriminator Loss: 1.3104... Generator Loss: 2.2349
Epoch 11/25... Discriminator Loss: 0.9391... Generator Loss: 1.3976
Epoch 11/25... Discriminator Loss: 0.9635... Generator Loss: 1.4446
Epoch 11/25... Discriminator Loss: 1.2084... Generator Loss: 1.5756
Epoch 11/25... Discriminator Loss: 1.0925... Generator Loss: 1.7052
Epoch 11/25... Discriminator Loss: 1.3366... Generator Loss: 0.7305
Epoch 11/25... Discriminator Loss: 1.0329... Generator Loss: 1.2873
Epoch 11/25... Discriminator Loss: 1.2541... Generator Loss: 1.8414
Epoch 11/25... Discriminator Loss: 1.2512... Generator Loss: 1.0500
Epoch 11/25... Discriminator Loss: 1.0370... Generator Loss: 1.2910
Epoch 11/25... Discriminator Loss: 1.1807... Generator Loss: 1.2791
Epoch 11/25... Discriminator Loss: 0.9668... Generator Loss: 1.6794
Epoch 11/25... Discriminator Loss: 1.3922... Generator Loss: 2.0227
Epoch 11/25... Discriminator Loss: 0.9890... Generator Loss: 1.7104
Epoch 11/25... Discriminator Loss: 1.1617... Generator Loss: 1.5175
Epoch 11/25... Discriminator Loss: 1.0422... Generator Loss: 1.4439
Epoch 11/25... Discriminator Loss: 1.0296... Generator Loss: 1.2613
Epoch 11/25... Discriminator Loss: 1.3538... Generator Loss: 0.7119
Epoch 11/25... Discriminator Loss: 0.8759... Generator Loss: 1.4434
Epoch 11/25... Discriminator Loss: 1.3431... Generator Loss: 2.7842
Epoch 11/25... Discriminator Loss: 1.1683... Generator Loss: 2.3390
Epoch 11/25... Discriminator Loss: 0.9599... Generator Loss: 1.1506
Epoch 11/25... Discriminator Loss: 1.2061... Generator Loss: 1.8460
Epoch 11/25... Discriminator Loss: 1.1852... Generator Loss: 1.3148
Epoch 11/25... Discriminator Loss: 0.9841... Generator Loss: 1.3261
Epoch 11/25... Discriminator Loss: 1.0140... Generator Loss: 1.8845
Epoch 11/25... Discriminator Loss: 1.0829... Generator Loss: 2.2375
Epoch 11/25... Discriminator Loss: 1.1422... Generator Loss: 1.6758
Epoch 11/25... Discriminator Loss: 1.7640... Generator Loss: 0.8325
Epoch 11/25... Discriminator Loss: 1.2406... Generator Loss: 1.6121
Epoch 11/25... Discriminator Loss: 1.0295... Generator Loss: 1.5537
Epoch 11/25... Discriminator Loss: 1.4975... Generator Loss: 0.9008
Epoch 11/25... Discriminator Loss: 1.0101... Generator Loss: 1.3170
Epoch 11/25... Discriminator Loss: 1.4017... Generator Loss: 0.5100
Epoch 11/25... Discriminator Loss: 1.0626... Generator Loss: 1.4258
Epoch 11/25... Discriminator Loss: 1.0547... Generator Loss: 1.2245
Epoch 11/25... Discriminator Loss: 1.0530... Generator Loss: 1.6227
Epoch 11/25... Discriminator Loss: 0.9396... Generator Loss: 1.6974
Epoch 11/25... Discriminator Loss: 1.1379... Generator Loss: 1.2279
Epoch 11/25... Discriminator Loss: 1.0332... Generator Loss: 1.4293
Epoch 11/25... Discriminator Loss: 1.2297... Generator Loss: 1.3341
Epoch 11/25... Discriminator Loss: 1.1038... Generator Loss: 1.0987
Epoch 11/25... Discriminator Loss: 0.9977... Generator Loss: 1.2458
Epoch 11/25... Discriminator Loss: 1.0568... Generator Loss: 1.3690
Epoch 11/25... Discriminator Loss: 1.1187... Generator Loss: 1.9252
Epoch 11/25... Discriminator Loss: 1.1477... Generator Loss: 1.7515
Epoch 11/25... Discriminator Loss: 1.0621... Generator Loss: 1.5911
Epoch 11/25... Discriminator Loss: 1.1152... Generator Loss: 1.3371
Epoch 11/25... Discriminator Loss: 1.0734... Generator Loss: 1.9087
Epoch 11/25... Discriminator Loss: 1.3704... Generator Loss: 0.7213
Epoch 11/25... Discriminator Loss: 1.1710... Generator Loss: 1.4467
Epoch 11/25... Discriminator Loss: 0.9510... Generator Loss: 2.2175
Epoch 11/25... Discriminator Loss: 1.1393... Generator Loss: 1.8766
Epoch 11/25... Discriminator Loss: 1.0271... Generator Loss: 1.5853
Epoch 11/25... Discriminator Loss: 1.0552... Generator Loss: 1.0743
Epoch 11/25... Discriminator Loss: 1.4072... Generator Loss: 1.6807
Epoch 11/25... Discriminator Loss: 1.2232... Generator Loss: 0.9367
Epoch 11/25... Discriminator Loss: 1.0776... Generator Loss: 1.4734
Epoch 11/25... Discriminator Loss: 1.2332... Generator Loss: 2.1568
Epoch 11/25... Discriminator Loss: 1.1623... Generator Loss: 1.0014
Epoch 11/25... Discriminator Loss: 0.8738... Generator Loss: 1.6789
Epoch 11/25... Discriminator Loss: 1.0764... Generator Loss: 1.4204
Epoch 11/25... Discriminator Loss: 0.9291... Generator Loss: 1.2597
Epoch 11/25... Discriminator Loss: 1.7284... Generator Loss: 0.9461
Epoch 11/25... Discriminator Loss: 1.1012... Generator Loss: 1.1421
Epoch 11/25... Discriminator Loss: 1.1163... Generator Loss: 1.6139
Epoch 11/25... Discriminator Loss: 0.9972... Generator Loss: 1.1444
Epoch 11/25... Discriminator Loss: 1.1064... Generator Loss: 2.4928
Epoch 11/25... Discriminator Loss: 1.1412... Generator Loss: 1.7671
Epoch 11/25... Discriminator Loss: 1.1138... Generator Loss: 1.6661
Epoch 11/25... Discriminator Loss: 1.0587... Generator Loss: 1.7774
Epoch 11/25... Discriminator Loss: 1.1839... Generator Loss: 0.9712
Epoch 11/25... Discriminator Loss: 1.1897... Generator Loss: 1.6498
Epoch 11/25... Discriminator Loss: 0.9952... Generator Loss: 2.0233
Epoch 11/25... Discriminator Loss: 1.0243... Generator Loss: 1.9540
Epoch 11/25... Discriminator Loss: 1.1571... Generator Loss: 1.2943
Epoch 11/25... Discriminator Loss: 1.1540... Generator Loss: 1.5521
Epoch 11/25... Discriminator Loss: 1.0054... Generator Loss: 1.5039
Epoch 11/25... Discriminator Loss: 1.2438... Generator Loss: 1.3517
Epoch 11/25... Discriminator Loss: 0.9375... Generator Loss: 1.3911
Epoch 11/25... Discriminator Loss: 1.0127... Generator Loss: 2.4377
Epoch 11/25... Discriminator Loss: 1.0458... Generator Loss: 1.4580
Epoch 11/25... Discriminator Loss: 1.2303... Generator Loss: 1.4773
Epoch 11/25... Discriminator Loss: 1.0763... Generator Loss: 1.2525
Epoch 11/25... Discriminator Loss: 1.0770... Generator Loss: 1.7109
Epoch 11/25... Discriminator Loss: 1.0534... Generator Loss: 1.5477
Epoch 11/25... Discriminator Loss: 1.2254... Generator Loss: 1.0023
Epoch 11/25... Discriminator Loss: 0.9131... Generator Loss: 1.3759
Epoch 11/25... Discriminator Loss: 0.7934... Generator Loss: 1.5000
Epoch 11/25... Discriminator Loss: 1.0525... Generator Loss: 1.8424
Epoch 11/25... Discriminator Loss: 1.2835... Generator Loss: 2.4761
Epoch 11/25... Discriminator Loss: 1.0126... Generator Loss: 1.1508
Epoch 11/25... Discriminator Loss: 1.3648... Generator Loss: 0.9193
Epoch 11/25... Discriminator Loss: 1.2229... Generator Loss: 1.0350
Epoch 11/25... Discriminator Loss: 0.8202... Generator Loss: 1.5936
Epoch 11/25... Discriminator Loss: 1.0956... Generator Loss: 1.2194
Epoch 11/25... Discriminator Loss: 1.0205... Generator Loss: 1.3491
Epoch 11/25... Discriminator Loss: 0.9316... Generator Loss: 1.5853
Epoch 11/25... Discriminator Loss: 1.0823... Generator Loss: 1.3299
Epoch 11/25... Discriminator Loss: 1.4127... Generator Loss: 0.8063
Epoch 11/25... Discriminator Loss: 1.0792... Generator Loss: 1.6710
Epoch 11/25... Discriminator Loss: 1.0902... Generator Loss: 1.2329
Epoch 11/25... Discriminator Loss: 1.1377... Generator Loss: 1.6633
Epoch 11/25... Discriminator Loss: 1.0689... Generator Loss: 1.5247
Epoch 11/25... Discriminator Loss: 1.0933... Generator Loss: 2.1990
Epoch 11/25... Discriminator Loss: 1.3115... Generator Loss: 1.5979
Epoch 11/25... Discriminator Loss: 0.9715... Generator Loss: 1.5762
Epoch 11/25... Discriminator Loss: 1.0171... Generator Loss: 1.6358
Epoch 11/25... Discriminator Loss: 0.9276... Generator Loss: 1.5110
Epoch 11/25... Discriminator Loss: 0.9849... Generator Loss: 1.5317
Epoch 11/25... Discriminator Loss: 1.1485... Generator Loss: 1.2558
Epoch 11/25... Discriminator Loss: 1.3493... Generator Loss: 2.1777
Epoch 11/25... Discriminator Loss: 0.9998... Generator Loss: 1.4761
Epoch 11/25... Discriminator Loss: 1.1758... Generator Loss: 1.5297
Epoch 11/25... Discriminator Loss: 0.9327... Generator Loss: 1.4767
Epoch 11/25... Discriminator Loss: 1.1687... Generator Loss: 1.6621
Epoch 11/25... Discriminator Loss: 0.9879... Generator Loss: 1.2839
Epoch 11/25... Discriminator Loss: 0.7867... Generator Loss: 1.8751
Epoch 11/25... Discriminator Loss: 1.1747... Generator Loss: 1.5198
Epoch 11/25... Discriminator Loss: 0.8132... Generator Loss: 2.0483
Epoch 11/25... Discriminator Loss: 1.0911... Generator Loss: 1.2697
Epoch 11/25... Discriminator Loss: 1.3075... Generator Loss: 1.1131
Epoch 11/25... Discriminator Loss: 1.0662... Generator Loss: 1.3227
Epoch 11/25... Discriminator Loss: 1.3753... Generator Loss: 1.5797
Epoch 12/25... Discriminator Loss: 1.0381... Generator Loss: 1.1709
Epoch 12/25... Discriminator Loss: 1.1293... Generator Loss: 1.7285
Epoch 12/25... Discriminator Loss: 1.2116... Generator Loss: 1.0834
Epoch 12/25... Discriminator Loss: 1.1884... Generator Loss: 2.6009
Epoch 12/25... Discriminator Loss: 1.1333... Generator Loss: 1.1288
Epoch 12/25... Discriminator Loss: 1.0373... Generator Loss: 1.6215
Epoch 12/25... Discriminator Loss: 0.9360... Generator Loss: 1.8331
Epoch 12/25... Discriminator Loss: 1.3467... Generator Loss: 1.0985
Epoch 12/25... Discriminator Loss: 1.1447... Generator Loss: 1.8648
Epoch 12/25... Discriminator Loss: 0.8677... Generator Loss: 1.2162
Epoch 12/25... Discriminator Loss: 0.9684... Generator Loss: 1.9432
Epoch 12/25... Discriminator Loss: 0.9179... Generator Loss: 1.3005
Epoch 12/25... Discriminator Loss: 1.0495... Generator Loss: 1.2416
Epoch 12/25... Discriminator Loss: 1.1888... Generator Loss: 1.7219
Epoch 12/25... Discriminator Loss: 1.4692... Generator Loss: 0.8038
Epoch 12/25... Discriminator Loss: 1.2190... Generator Loss: 1.3933
Epoch 12/25... Discriminator Loss: 1.1645... Generator Loss: 1.4662
Epoch 12/25... Discriminator Loss: 1.0085... Generator Loss: 1.6455
Epoch 12/25... Discriminator Loss: 0.9396... Generator Loss: 1.6910
Epoch 12/25... Discriminator Loss: 1.2001... Generator Loss: 2.0096
Epoch 12/25... Discriminator Loss: 1.0528... Generator Loss: 1.5947
Epoch 12/25... Discriminator Loss: 0.9085... Generator Loss: 1.6048
Epoch 12/25... Discriminator Loss: 1.0603... Generator Loss: 1.9249
Epoch 12/25... Discriminator Loss: 1.1564... Generator Loss: 2.3018
Epoch 12/25... Discriminator Loss: 1.3895... Generator Loss: 1.0563
Epoch 12/25... Discriminator Loss: 0.9712... Generator Loss: 1.5340
Epoch 12/25... Discriminator Loss: 1.1393... Generator Loss: 1.5935
Epoch 12/25... Discriminator Loss: 1.2770... Generator Loss: 1.0257
Epoch 12/25... Discriminator Loss: 0.9025... Generator Loss: 1.7431
Epoch 12/25... Discriminator Loss: 1.1524... Generator Loss: 2.0948
Epoch 12/25... Discriminator Loss: 1.1200... Generator Loss: 1.4737
Epoch 12/25... Discriminator Loss: 1.0427... Generator Loss: 1.4041
Epoch 12/25... Discriminator Loss: 1.1697... Generator Loss: 1.4872
Epoch 12/25... Discriminator Loss: 1.0577... Generator Loss: 2.0132
Epoch 12/25... Discriminator Loss: 1.1850... Generator Loss: 1.0113
Epoch 12/25... Discriminator Loss: 1.0301... Generator Loss: 1.6608
Epoch 12/25... Discriminator Loss: 1.0290... Generator Loss: 2.2694
Epoch 12/25... Discriminator Loss: 0.9764... Generator Loss: 1.6692
Epoch 12/25... Discriminator Loss: 1.4714... Generator Loss: 3.1192
Epoch 12/25... Discriminator Loss: 1.0411... Generator Loss: 1.2281
Epoch 12/25... Discriminator Loss: 1.1787... Generator Loss: 1.2281
Epoch 12/25... Discriminator Loss: 0.8539... Generator Loss: 1.3922
Epoch 12/25... Discriminator Loss: 0.7135... Generator Loss: 1.6520
Epoch 12/25... Discriminator Loss: 1.2830... Generator Loss: 1.7936
Epoch 12/25... Discriminator Loss: 0.9878... Generator Loss: 1.3629
Epoch 12/25... Discriminator Loss: 1.2384... Generator Loss: 0.6877
Epoch 12/25... Discriminator Loss: 1.2633... Generator Loss: 1.0471
Epoch 12/25... Discriminator Loss: 1.2041... Generator Loss: 1.4758
Epoch 12/25... Discriminator Loss: 1.1645... Generator Loss: 1.3174
Epoch 12/25... Discriminator Loss: 1.3029... Generator Loss: 0.8127
Epoch 12/25... Discriminator Loss: 1.3239... Generator Loss: 1.2081
Epoch 12/25... Discriminator Loss: 1.1571... Generator Loss: 0.9764
Epoch 12/25... Discriminator Loss: 1.1328... Generator Loss: 1.4367
Epoch 12/25... Discriminator Loss: 1.2219... Generator Loss: 1.3913
Epoch 12/25... Discriminator Loss: 1.0198... Generator Loss: 1.8014
Epoch 12/25... Discriminator Loss: 1.1985... Generator Loss: 1.6919
Epoch 12/25... Discriminator Loss: 1.4454... Generator Loss: 1.6710
Epoch 12/25... Discriminator Loss: 1.2108... Generator Loss: 1.4331
Epoch 12/25... Discriminator Loss: 1.3261... Generator Loss: 1.1050
Epoch 12/25... Discriminator Loss: 0.9948... Generator Loss: 1.4223
Epoch 12/25... Discriminator Loss: 1.2373... Generator Loss: 2.0096
Epoch 12/25... Discriminator Loss: 1.2123... Generator Loss: 1.7651
Epoch 12/25... Discriminator Loss: 1.1053... Generator Loss: 1.1456
Epoch 12/25... Discriminator Loss: 1.3473... Generator Loss: 1.6151
Epoch 12/25... Discriminator Loss: 1.2999... Generator Loss: 1.2418
Epoch 12/25... Discriminator Loss: 0.9632... Generator Loss: 1.4584
Epoch 12/25... Discriminator Loss: 1.1649... Generator Loss: 1.0410
Epoch 12/25... Discriminator Loss: 1.5420... Generator Loss: 2.1031
Epoch 12/25... Discriminator Loss: 1.0435... Generator Loss: 1.4891
Epoch 12/25... Discriminator Loss: 1.2318... Generator Loss: 1.0402
Epoch 12/25... Discriminator Loss: 1.1403... Generator Loss: 1.1672
Epoch 12/25... Discriminator Loss: 1.1653... Generator Loss: 1.4627
Epoch 12/25... Discriminator Loss: 1.1149... Generator Loss: 1.3375
Epoch 12/25... Discriminator Loss: 1.1542... Generator Loss: 1.2447
Epoch 12/25... Discriminator Loss: 1.0557... Generator Loss: 1.2479
Epoch 12/25... Discriminator Loss: 1.2620... Generator Loss: 1.7634
Epoch 12/25... Discriminator Loss: 1.0839... Generator Loss: 1.5252
Epoch 12/25... Discriminator Loss: 1.0598... Generator Loss: 1.0747
Epoch 12/25... Discriminator Loss: 1.1729... Generator Loss: 1.2174
Epoch 12/25... Discriminator Loss: 1.1897... Generator Loss: 0.9169
Epoch 12/25... Discriminator Loss: 1.2640... Generator Loss: 1.8134
Epoch 12/25... Discriminator Loss: 1.0795... Generator Loss: 1.8683
Epoch 12/25... Discriminator Loss: 1.0566... Generator Loss: 1.8402
Epoch 12/25... Discriminator Loss: 1.1488... Generator Loss: 1.7082
Epoch 12/25... Discriminator Loss: 1.2704... Generator Loss: 1.0303
Epoch 12/25... Discriminator Loss: 1.0583... Generator Loss: 1.2987
Epoch 12/25... Discriminator Loss: 1.0942... Generator Loss: 1.6248
Epoch 12/25... Discriminator Loss: 0.9785... Generator Loss: 1.8698
Epoch 12/25... Discriminator Loss: 0.9792... Generator Loss: 2.1133
Epoch 12/25... Discriminator Loss: 1.3712... Generator Loss: 1.0575
Epoch 12/25... Discriminator Loss: 1.1029... Generator Loss: 1.5611
Epoch 12/25... Discriminator Loss: 1.0619... Generator Loss: 1.1059
Epoch 12/25... Discriminator Loss: 1.1071... Generator Loss: 1.6630
Epoch 12/25... Discriminator Loss: 1.2025... Generator Loss: 1.5215
Epoch 12/25... Discriminator Loss: 0.8844... Generator Loss: 1.3761
Epoch 12/25... Discriminator Loss: 1.0724... Generator Loss: 1.2788
Epoch 12/25... Discriminator Loss: 1.1428... Generator Loss: 1.1745
Epoch 12/25... Discriminator Loss: 1.1098... Generator Loss: 1.4517
Epoch 12/25... Discriminator Loss: 1.0390... Generator Loss: 1.6715
Epoch 12/25... Discriminator Loss: 0.6806... Generator Loss: 1.5464
Epoch 12/25... Discriminator Loss: 0.9569... Generator Loss: 1.2497
Epoch 12/25... Discriminator Loss: 1.2338... Generator Loss: 1.2298
Epoch 12/25... Discriminator Loss: 1.4032... Generator Loss: 0.9975
Epoch 12/25... Discriminator Loss: 1.1164... Generator Loss: 1.8481
Epoch 12/25... Discriminator Loss: 1.2120... Generator Loss: 1.5156
Epoch 12/25... Discriminator Loss: 0.9619... Generator Loss: 2.4334
Epoch 12/25... Discriminator Loss: 1.1392... Generator Loss: 1.6042
Epoch 12/25... Discriminator Loss: 1.1574... Generator Loss: 1.1083
Epoch 12/25... Discriminator Loss: 1.0992... Generator Loss: 1.4402
Epoch 12/25... Discriminator Loss: 0.8611... Generator Loss: 1.5081
Epoch 12/25... Discriminator Loss: 1.0728... Generator Loss: 1.4352
Epoch 12/25... Discriminator Loss: 1.2198... Generator Loss: 1.6266
Epoch 12/25... Discriminator Loss: 1.0938... Generator Loss: 1.2575
Epoch 12/25... Discriminator Loss: 1.0886... Generator Loss: 1.3435
Epoch 12/25... Discriminator Loss: 0.8333... Generator Loss: 1.7234
Epoch 12/25... Discriminator Loss: 1.1624... Generator Loss: 3.2853
Epoch 12/25... Discriminator Loss: 1.1568... Generator Loss: 1.6411
Epoch 12/25... Discriminator Loss: 1.1308... Generator Loss: 1.5192
Epoch 12/25... Discriminator Loss: 1.0910... Generator Loss: 2.0947
Epoch 12/25... Discriminator Loss: 0.8715... Generator Loss: 1.6105
Epoch 12/25... Discriminator Loss: 0.8732... Generator Loss: 1.6507
Epoch 12/25... Discriminator Loss: 1.2184... Generator Loss: 1.1855
Epoch 12/25... Discriminator Loss: 1.1659... Generator Loss: 1.0887
Epoch 12/25... Discriminator Loss: 1.2364... Generator Loss: 0.9023
Epoch 12/25... Discriminator Loss: 1.0891... Generator Loss: 2.0420
Epoch 12/25... Discriminator Loss: 1.0279... Generator Loss: 1.6402
Epoch 12/25... Discriminator Loss: 1.0421... Generator Loss: 1.0069
Epoch 12/25... Discriminator Loss: 1.0376... Generator Loss: 1.3868
Epoch 12/25... Discriminator Loss: 1.2594... Generator Loss: 1.2017
Epoch 12/25... Discriminator Loss: 0.8842... Generator Loss: 1.5585
Epoch 12/25... Discriminator Loss: 1.0489... Generator Loss: 1.7595
Epoch 12/25... Discriminator Loss: 0.9251... Generator Loss: 1.8296
Epoch 12/25... Discriminator Loss: 1.1653... Generator Loss: 1.4156
Epoch 12/25... Discriminator Loss: 0.9797... Generator Loss: 1.4256
Epoch 12/25... Discriminator Loss: 1.5796... Generator Loss: 0.7434
Epoch 12/25... Discriminator Loss: 0.8830... Generator Loss: 2.2552
Epoch 12/25... Discriminator Loss: 1.1937... Generator Loss: 1.4969
Epoch 12/25... Discriminator Loss: 1.0330... Generator Loss: 1.7263
Epoch 12/25... Discriminator Loss: 1.1062... Generator Loss: 1.7864
Epoch 12/25... Discriminator Loss: 0.8978... Generator Loss: 1.2898
Epoch 12/25... Discriminator Loss: 1.1192... Generator Loss: 1.1871
Epoch 12/25... Discriminator Loss: 1.6737... Generator Loss: 0.7291
Epoch 12/25... Discriminator Loss: 1.0819... Generator Loss: 1.4615
Epoch 12/25... Discriminator Loss: 1.0298... Generator Loss: 1.2776
Epoch 12/25... Discriminator Loss: 1.2913... Generator Loss: 2.5535
Epoch 12/25... Discriminator Loss: 1.0525... Generator Loss: 1.4159
Epoch 12/25... Discriminator Loss: 1.3206... Generator Loss: 1.0131
Epoch 12/25... Discriminator Loss: 1.1149... Generator Loss: 2.1333
Epoch 12/25... Discriminator Loss: 1.1203... Generator Loss: 1.6708
Epoch 12/25... Discriminator Loss: 1.0398... Generator Loss: 1.5764
Epoch 12/25... Discriminator Loss: 1.3084... Generator Loss: 1.4713
Epoch 12/25... Discriminator Loss: 0.9526... Generator Loss: 1.8616
Epoch 12/25... Discriminator Loss: 0.9985... Generator Loss: 1.4092
Epoch 12/25... Discriminator Loss: 1.1775... Generator Loss: 1.2538
Epoch 12/25... Discriminator Loss: 1.0362... Generator Loss: 1.6850
Epoch 12/25... Discriminator Loss: 1.0397... Generator Loss: 1.4353
Epoch 12/25... Discriminator Loss: 1.2866... Generator Loss: 1.0299
Epoch 12/25... Discriminator Loss: 0.9661... Generator Loss: 1.8762
Epoch 12/25... Discriminator Loss: 0.9705... Generator Loss: 1.5376
Epoch 13/25... Discriminator Loss: 0.9883... Generator Loss: 1.3727
Epoch 13/25... Discriminator Loss: 1.3918... Generator Loss: 1.5143
Epoch 13/25... Discriminator Loss: 1.1234... Generator Loss: 2.1551
Epoch 13/25... Discriminator Loss: 1.0759... Generator Loss: 2.3269
Epoch 13/25... Discriminator Loss: 1.0797... Generator Loss: 1.0380
Epoch 13/25... Discriminator Loss: 1.0790... Generator Loss: 1.2649
Epoch 13/25... Discriminator Loss: 1.1483... Generator Loss: 1.5500
Epoch 13/25... Discriminator Loss: 1.1849... Generator Loss: 1.4797
Epoch 13/25... Discriminator Loss: 1.1099... Generator Loss: 1.3927
Epoch 13/25... Discriminator Loss: 1.0047... Generator Loss: 1.5068
Epoch 13/25... Discriminator Loss: 0.8777... Generator Loss: 2.1696
Epoch 13/25... Discriminator Loss: 0.9747... Generator Loss: 1.6635
Epoch 13/25... Discriminator Loss: 1.2857... Generator Loss: 1.7064
Epoch 13/25... Discriminator Loss: 1.0640... Generator Loss: 1.3523
Epoch 13/25... Discriminator Loss: 0.7482... Generator Loss: 1.8715
Epoch 13/25... Discriminator Loss: 1.1824... Generator Loss: 1.2927
Epoch 13/25... Discriminator Loss: 1.1185... Generator Loss: 1.5024
Epoch 13/25... Discriminator Loss: 0.9919... Generator Loss: 1.6104
Epoch 13/25... Discriminator Loss: 1.0134... Generator Loss: 1.8201
Epoch 13/25... Discriminator Loss: 1.2967... Generator Loss: 2.2878
Epoch 13/25... Discriminator Loss: 1.1251... Generator Loss: 1.7774
Epoch 13/25... Discriminator Loss: 0.8786... Generator Loss: 1.6687
Epoch 13/25... Discriminator Loss: 1.0458... Generator Loss: 1.6189
Epoch 13/25... Discriminator Loss: 1.1258... Generator Loss: 1.4500
Epoch 13/25... Discriminator Loss: 1.2129... Generator Loss: 1.5424
Epoch 13/25... Discriminator Loss: 1.1384... Generator Loss: 1.9336
Epoch 13/25... Discriminator Loss: 1.0393... Generator Loss: 1.3202
Epoch 13/25... Discriminator Loss: 1.2075... Generator Loss: 1.7698
Epoch 13/25... Discriminator Loss: 0.9601... Generator Loss: 2.5486
Epoch 13/25... Discriminator Loss: 1.0705... Generator Loss: 1.2925
Epoch 13/25... Discriminator Loss: 1.1311... Generator Loss: 1.1291
Epoch 13/25... Discriminator Loss: 1.1681... Generator Loss: 1.3008
Epoch 13/25... Discriminator Loss: 1.0868... Generator Loss: 1.2058
Epoch 13/25... Discriminator Loss: 1.2122... Generator Loss: 1.3889
Epoch 13/25... Discriminator Loss: 0.9775... Generator Loss: 1.0209
Epoch 13/25... Discriminator Loss: 1.1706... Generator Loss: 1.8473
Epoch 13/25... Discriminator Loss: 0.9695... Generator Loss: 1.7028
Epoch 13/25... Discriminator Loss: 1.0975... Generator Loss: 2.1675
Epoch 13/25... Discriminator Loss: 1.1095... Generator Loss: 1.3225
Epoch 13/25... Discriminator Loss: 1.1221... Generator Loss: 1.4186
Epoch 13/25... Discriminator Loss: 1.1690... Generator Loss: 1.1299
Epoch 13/25... Discriminator Loss: 0.8912... Generator Loss: 1.4104
Epoch 13/25... Discriminator Loss: 1.1556... Generator Loss: 1.9554
Epoch 13/25... Discriminator Loss: 1.1709... Generator Loss: 1.5096
Epoch 13/25... Discriminator Loss: 1.2955... Generator Loss: 0.8673
Epoch 13/25... Discriminator Loss: 1.2809... Generator Loss: 0.6707
Epoch 13/25... Discriminator Loss: 1.4339... Generator Loss: 1.0002
Epoch 13/25... Discriminator Loss: 1.5062... Generator Loss: 1.5884
Epoch 13/25... Discriminator Loss: 1.0665... Generator Loss: 1.8648
Epoch 13/25... Discriminator Loss: 1.3602... Generator Loss: 0.8953
Epoch 13/25... Discriminator Loss: 1.1181... Generator Loss: 1.4023
Epoch 13/25... Discriminator Loss: 1.1777... Generator Loss: 1.2021
Epoch 13/25... Discriminator Loss: 1.2811... Generator Loss: 0.8877
Epoch 13/25... Discriminator Loss: 1.0472... Generator Loss: 2.1064
Epoch 13/25... Discriminator Loss: 1.1658... Generator Loss: 1.9868
Epoch 13/25... Discriminator Loss: 1.4483... Generator Loss: 2.3803
Epoch 13/25... Discriminator Loss: 0.9490... Generator Loss: 1.4810
Epoch 13/25... Discriminator Loss: 1.0229... Generator Loss: 1.6340
Epoch 13/25... Discriminator Loss: 1.0628... Generator Loss: 1.8599
Epoch 13/25... Discriminator Loss: 1.0992... Generator Loss: 1.5672
Epoch 13/25... Discriminator Loss: 1.1792... Generator Loss: 1.8381
Epoch 13/25... Discriminator Loss: 1.0602... Generator Loss: 1.8933
Epoch 13/25... Discriminator Loss: 1.2040... Generator Loss: 1.0327
Epoch 13/25... Discriminator Loss: 1.0975... Generator Loss: 1.2804
Epoch 13/25... Discriminator Loss: 1.0359... Generator Loss: 1.0731
Epoch 13/25... Discriminator Loss: 1.1050... Generator Loss: 1.1853
Epoch 13/25... Discriminator Loss: 1.1768... Generator Loss: 1.0806
Epoch 13/25... Discriminator Loss: 1.1067... Generator Loss: 1.2641
Epoch 13/25... Discriminator Loss: 1.0560... Generator Loss: 1.4254
Epoch 13/25... Discriminator Loss: 0.9403... Generator Loss: 1.9419
Epoch 13/25... Discriminator Loss: 1.4947... Generator Loss: 2.2262
Epoch 13/25... Discriminator Loss: 1.1482... Generator Loss: 1.3116
Epoch 13/25... Discriminator Loss: 1.0507... Generator Loss: 1.4238
Epoch 13/25... Discriminator Loss: 1.1533... Generator Loss: 1.2917
Epoch 13/25... Discriminator Loss: 1.1012... Generator Loss: 1.5553
Epoch 13/25... Discriminator Loss: 1.0066... Generator Loss: 1.8440
Epoch 13/25... Discriminator Loss: 1.1112... Generator Loss: 1.3351
Epoch 13/25... Discriminator Loss: 0.9241... Generator Loss: 1.3989
Epoch 13/25... Discriminator Loss: 1.4224... Generator Loss: 1.8097
Epoch 13/25... Discriminator Loss: 0.9622... Generator Loss: 1.3424
Epoch 13/25... Discriminator Loss: 1.4802... Generator Loss: 2.5334
Epoch 13/25... Discriminator Loss: 1.0427... Generator Loss: 1.3833
Epoch 13/25... Discriminator Loss: 1.1091... Generator Loss: 2.2600
Epoch 13/25... Discriminator Loss: 1.1645... Generator Loss: 1.4488
Epoch 13/25... Discriminator Loss: 1.1457... Generator Loss: 1.2659
Epoch 13/25... Discriminator Loss: 1.0282... Generator Loss: 1.3663
Epoch 13/25... Discriminator Loss: 1.0596... Generator Loss: 1.7967
Epoch 13/25... Discriminator Loss: 1.0196... Generator Loss: 1.8513
Epoch 13/25... Discriminator Loss: 1.0932... Generator Loss: 1.7836
Epoch 13/25... Discriminator Loss: 1.0700... Generator Loss: 1.2473
Epoch 13/25... Discriminator Loss: 1.0828... Generator Loss: 1.5269
Epoch 13/25... Discriminator Loss: 1.3184... Generator Loss: 0.8314
Epoch 13/25... Discriminator Loss: 1.2496... Generator Loss: 1.0826
Epoch 13/25... Discriminator Loss: 1.1902... Generator Loss: 1.8281
Epoch 13/25... Discriminator Loss: 1.2088... Generator Loss: 1.0404
Epoch 13/25... Discriminator Loss: 1.0675... Generator Loss: 1.6053
Epoch 13/25... Discriminator Loss: 1.0760... Generator Loss: 1.3673
Epoch 13/25... Discriminator Loss: 1.0902... Generator Loss: 1.3726
Epoch 13/25... Discriminator Loss: 1.3791... Generator Loss: 0.7791
Epoch 13/25... Discriminator Loss: 1.0181... Generator Loss: 1.4311
Epoch 13/25... Discriminator Loss: 1.8690... Generator Loss: 0.4595
Epoch 13/25... Discriminator Loss: 1.1106... Generator Loss: 1.1091
Epoch 13/25... Discriminator Loss: 1.2698... Generator Loss: 0.9535
Epoch 13/25... Discriminator Loss: 0.8509... Generator Loss: 1.3249
Epoch 13/25... Discriminator Loss: 1.1454... Generator Loss: 2.2355
Epoch 13/25... Discriminator Loss: 1.0020... Generator Loss: 1.6331
Epoch 13/25... Discriminator Loss: 0.9287... Generator Loss: 1.5708
Epoch 13/25... Discriminator Loss: 0.9256... Generator Loss: 1.4730
Epoch 13/25... Discriminator Loss: 0.7552... Generator Loss: 1.6400
Epoch 13/25... Discriminator Loss: 1.5339... Generator Loss: 1.0605
Epoch 13/25... Discriminator Loss: 1.0800... Generator Loss: 1.7395
Epoch 13/25... Discriminator Loss: 1.1389... Generator Loss: 1.8581
Epoch 13/25... Discriminator Loss: 1.0938... Generator Loss: 1.5168
Epoch 13/25... Discriminator Loss: 1.2038... Generator Loss: 1.9685
Epoch 13/25... Discriminator Loss: 1.0295... Generator Loss: 1.2476
Epoch 13/25... Discriminator Loss: 1.2911... Generator Loss: 2.4334
Epoch 13/25... Discriminator Loss: 1.0009... Generator Loss: 1.5470
Epoch 13/25... Discriminator Loss: 1.2255... Generator Loss: 1.0431
Epoch 13/25... Discriminator Loss: 0.9973... Generator Loss: 1.4073
Epoch 13/25... Discriminator Loss: 0.9465... Generator Loss: 1.8412
Epoch 13/25... Discriminator Loss: 0.9917... Generator Loss: 1.5639
Epoch 13/25... Discriminator Loss: 1.1752... Generator Loss: 1.6580
Epoch 13/25... Discriminator Loss: 0.8743... Generator Loss: 1.6314
Epoch 13/25... Discriminator Loss: 1.2389... Generator Loss: 1.9218
Epoch 13/25... Discriminator Loss: 1.1156... Generator Loss: 1.4676
Epoch 13/25... Discriminator Loss: 1.3925... Generator Loss: 1.0440
Epoch 13/25... Discriminator Loss: 1.0655... Generator Loss: 1.1860
Epoch 13/25... Discriminator Loss: 1.0913... Generator Loss: 1.4773
Epoch 13/25... Discriminator Loss: 1.1487... Generator Loss: 1.3914
Epoch 13/25... Discriminator Loss: 1.0208... Generator Loss: 1.9826
Epoch 13/25... Discriminator Loss: 1.0065... Generator Loss: 1.2820
Epoch 13/25... Discriminator Loss: 1.0841... Generator Loss: 1.8775
Epoch 13/25... Discriminator Loss: 1.3030... Generator Loss: 1.2908
Epoch 13/25... Discriminator Loss: 1.1837... Generator Loss: 1.2851
Epoch 13/25... Discriminator Loss: 1.4106... Generator Loss: 0.7053
Epoch 13/25... Discriminator Loss: 0.8982... Generator Loss: 2.2303
Epoch 13/25... Discriminator Loss: 1.0148... Generator Loss: 1.7752
Epoch 13/25... Discriminator Loss: 1.0576... Generator Loss: 1.7845
Epoch 13/25... Discriminator Loss: 1.1192... Generator Loss: 1.7825
Epoch 13/25... Discriminator Loss: 0.8680... Generator Loss: 1.4621
Epoch 13/25... Discriminator Loss: 1.1133... Generator Loss: 1.8501
Epoch 13/25... Discriminator Loss: 1.0516... Generator Loss: 1.3363
Epoch 13/25... Discriminator Loss: 1.1250... Generator Loss: 1.2598
Epoch 13/25... Discriminator Loss: 1.2647... Generator Loss: 1.6717
Epoch 13/25... Discriminator Loss: 1.0841... Generator Loss: 1.0708
Epoch 13/25... Discriminator Loss: 1.0862... Generator Loss: 1.6951
Epoch 13/25... Discriminator Loss: 1.1251... Generator Loss: 1.4846
Epoch 13/25... Discriminator Loss: 1.1543... Generator Loss: 2.0451
Epoch 13/25... Discriminator Loss: 1.1639... Generator Loss: 2.0309
Epoch 13/25... Discriminator Loss: 1.0964... Generator Loss: 1.5603
Epoch 13/25... Discriminator Loss: 1.3593... Generator Loss: 1.6442
Epoch 13/25... Discriminator Loss: 1.1124... Generator Loss: 1.5763
Epoch 13/25... Discriminator Loss: 0.9871... Generator Loss: 2.1868
Epoch 13/25... Discriminator Loss: 1.0897... Generator Loss: 1.5119
Epoch 13/25... Discriminator Loss: 1.2457... Generator Loss: 2.5367
Epoch 13/25... Discriminator Loss: 1.1809... Generator Loss: 1.4878
Epoch 13/25... Discriminator Loss: 1.3703... Generator Loss: 0.9180
Epoch 13/25... Discriminator Loss: 1.2081... Generator Loss: 1.5809
Epoch 13/25... Discriminator Loss: 1.3083... Generator Loss: 1.3019
Epoch 14/25... Discriminator Loss: 0.8833... Generator Loss: 1.8082
Epoch 14/25... Discriminator Loss: 1.0017... Generator Loss: 1.4218
Epoch 14/25... Discriminator Loss: 0.9090... Generator Loss: 1.6480
Epoch 14/25... Discriminator Loss: 1.3283... Generator Loss: 2.8224
Epoch 14/25... Discriminator Loss: 0.8829... Generator Loss: 1.8742
Epoch 14/25... Discriminator Loss: 1.7005... Generator Loss: 2.2661
Epoch 14/25... Discriminator Loss: 1.0764... Generator Loss: 1.4296
Epoch 14/25... Discriminator Loss: 1.1282... Generator Loss: 1.2778
Epoch 14/25... Discriminator Loss: 1.0360... Generator Loss: 1.2325
Epoch 14/25... Discriminator Loss: 1.2166... Generator Loss: 1.8737
Epoch 14/25... Discriminator Loss: 0.8998... Generator Loss: 1.7083
Epoch 14/25... Discriminator Loss: 1.2251... Generator Loss: 0.9664
Epoch 14/25... Discriminator Loss: 1.1870... Generator Loss: 2.0118
Epoch 14/25... Discriminator Loss: 1.0397... Generator Loss: 1.7027
Epoch 14/25... Discriminator Loss: 0.8393... Generator Loss: 1.6819
Epoch 14/25... Discriminator Loss: 1.1711... Generator Loss: 1.1415
Epoch 14/25... Discriminator Loss: 1.3802... Generator Loss: 1.5079
Epoch 14/25... Discriminator Loss: 1.0106... Generator Loss: 1.9174
Epoch 14/25... Discriminator Loss: 0.9333... Generator Loss: 1.6264
Epoch 14/25... Discriminator Loss: 1.1122... Generator Loss: 1.5870
Epoch 14/25... Discriminator Loss: 1.1224... Generator Loss: 1.3593
Epoch 14/25... Discriminator Loss: 1.1172... Generator Loss: 1.8972
Epoch 14/25... Discriminator Loss: 0.9749... Generator Loss: 1.4199
Epoch 14/25... Discriminator Loss: 1.1392... Generator Loss: 1.1103
Epoch 14/25... Discriminator Loss: 0.9835... Generator Loss: 1.1999
Epoch 14/25... Discriminator Loss: 1.0943... Generator Loss: 2.2062
Epoch 14/25... Discriminator Loss: 1.3252... Generator Loss: 0.7886
Epoch 14/25... Discriminator Loss: 1.2102... Generator Loss: 1.6534
Epoch 14/25... Discriminator Loss: 1.1158... Generator Loss: 2.3243
Epoch 14/25... Discriminator Loss: 1.2089... Generator Loss: 1.7554
Epoch 14/25... Discriminator Loss: 1.1279... Generator Loss: 1.0835
Epoch 14/25... Discriminator Loss: 1.0273... Generator Loss: 1.3889
Epoch 14/25... Discriminator Loss: 1.1365... Generator Loss: 1.0804
Epoch 14/25... Discriminator Loss: 1.1007... Generator Loss: 2.0729
Epoch 14/25... Discriminator Loss: 1.2128... Generator Loss: 0.9459
Epoch 14/25... Discriminator Loss: 1.1626... Generator Loss: 1.1603
Epoch 14/25... Discriminator Loss: 0.8847... Generator Loss: 1.5988
Epoch 14/25... Discriminator Loss: 1.1669... Generator Loss: 2.3349
Epoch 14/25... Discriminator Loss: 1.0027... Generator Loss: 1.2114
Epoch 14/25... Discriminator Loss: 1.3889... Generator Loss: 2.1734
Epoch 14/25... Discriminator Loss: 1.0628... Generator Loss: 0.9009
Epoch 14/25... Discriminator Loss: 1.1030... Generator Loss: 1.4460
Epoch 14/25... Discriminator Loss: 1.2551... Generator Loss: 2.5410
Epoch 14/25... Discriminator Loss: 1.2169... Generator Loss: 1.2992
Epoch 14/25... Discriminator Loss: 1.1022... Generator Loss: 1.8273
Epoch 14/25... Discriminator Loss: 1.0889... Generator Loss: 0.7747
Epoch 14/25... Discriminator Loss: 1.1878... Generator Loss: 1.2347
Epoch 14/25... Discriminator Loss: 1.1576... Generator Loss: 1.6102
Epoch 14/25... Discriminator Loss: 1.2435... Generator Loss: 1.2979
Epoch 14/25... Discriminator Loss: 1.1964... Generator Loss: 1.1979
Epoch 14/25... Discriminator Loss: 1.0709... Generator Loss: 1.3458
Epoch 14/25... Discriminator Loss: 1.4265... Generator Loss: 0.8518
Epoch 14/25... Discriminator Loss: 1.1966... Generator Loss: 1.3286
Epoch 14/25... Discriminator Loss: 1.1285... Generator Loss: 1.2003
Epoch 14/25... Discriminator Loss: 0.9584... Generator Loss: 1.6942
Epoch 14/25... Discriminator Loss: 1.6004... Generator Loss: 2.3638
Epoch 14/25... Discriminator Loss: 1.0806... Generator Loss: 1.3395
Epoch 14/25... Discriminator Loss: 1.1114... Generator Loss: 1.1591
Epoch 14/25... Discriminator Loss: 1.1278... Generator Loss: 1.2126
Epoch 14/25... Discriminator Loss: 1.0564... Generator Loss: 1.4574
Epoch 14/25... Discriminator Loss: 1.5217... Generator Loss: 2.3859
Epoch 14/25... Discriminator Loss: 1.1676... Generator Loss: 1.3623
Epoch 14/25... Discriminator Loss: 1.3107... Generator Loss: 0.9565
Epoch 14/25... Discriminator Loss: 1.0733... Generator Loss: 1.6322
Epoch 14/25... Discriminator Loss: 1.0591... Generator Loss: 1.4371
Epoch 14/25... Discriminator Loss: 1.0231... Generator Loss: 1.6481
Epoch 14/25... Discriminator Loss: 1.0015... Generator Loss: 1.1056
Epoch 14/25... Discriminator Loss: 1.1320... Generator Loss: 1.1366
Epoch 14/25... Discriminator Loss: 1.0468... Generator Loss: 0.9272
Epoch 14/25... Discriminator Loss: 1.2265... Generator Loss: 1.1307
Epoch 14/25... Discriminator Loss: 1.0626... Generator Loss: 1.2716
Epoch 14/25... Discriminator Loss: 1.1646... Generator Loss: 1.3097
Epoch 14/25... Discriminator Loss: 0.9824... Generator Loss: 1.4492
Epoch 14/25... Discriminator Loss: 1.2587... Generator Loss: 1.3085
Epoch 14/25... Discriminator Loss: 1.4476... Generator Loss: 1.0614
Epoch 14/25... Discriminator Loss: 1.4177... Generator Loss: 1.8485
Epoch 14/25... Discriminator Loss: 1.2591... Generator Loss: 1.2200
Epoch 14/25... Discriminator Loss: 0.9069... Generator Loss: 1.5653
Epoch 14/25... Discriminator Loss: 1.1155... Generator Loss: 1.5382
Epoch 14/25... Discriminator Loss: 0.7922... Generator Loss: 2.1303
Epoch 14/25... Discriminator Loss: 1.0372... Generator Loss: 1.2837
Epoch 14/25... Discriminator Loss: 1.3101... Generator Loss: 1.2475
Epoch 14/25... Discriminator Loss: 1.0042... Generator Loss: 1.7704
Epoch 14/25... Discriminator Loss: 1.1078... Generator Loss: 1.1989
Epoch 14/25... Discriminator Loss: 1.2667... Generator Loss: 1.5913
Epoch 14/25... Discriminator Loss: 1.0788... Generator Loss: 1.5721
Epoch 14/25... Discriminator Loss: 1.1702... Generator Loss: 1.5321
Epoch 14/25... Discriminator Loss: 1.0708... Generator Loss: 2.2593
Epoch 14/25... Discriminator Loss: 1.1775... Generator Loss: 1.0759
Epoch 14/25... Discriminator Loss: 1.1636... Generator Loss: 1.5331
Epoch 14/25... Discriminator Loss: 1.2205... Generator Loss: 2.4985
Epoch 14/25... Discriminator Loss: 1.4097... Generator Loss: 1.0330
Epoch 14/25... Discriminator Loss: 1.1531... Generator Loss: 0.9474
Epoch 14/25... Discriminator Loss: 1.1690... Generator Loss: 1.3313
Epoch 14/25... Discriminator Loss: 1.1816... Generator Loss: 1.1348
Epoch 14/25... Discriminator Loss: 1.1212... Generator Loss: 1.5183
Epoch 14/25... Discriminator Loss: 0.9276... Generator Loss: 1.4072
Epoch 14/25... Discriminator Loss: 2.0553... Generator Loss: 0.9532
Epoch 14/25... Discriminator Loss: 1.1622... Generator Loss: 1.9188
Epoch 14/25... Discriminator Loss: 1.0887... Generator Loss: 1.4964
Epoch 14/25... Discriminator Loss: 1.1605... Generator Loss: 1.2442
Epoch 14/25... Discriminator Loss: 1.0842... Generator Loss: 1.0175
Epoch 14/25... Discriminator Loss: 1.1778... Generator Loss: 1.1954
Epoch 14/25... Discriminator Loss: 1.0639... Generator Loss: 1.0570
Epoch 14/25... Discriminator Loss: 0.7977... Generator Loss: 1.9205
Epoch 14/25... Discriminator Loss: 0.9090... Generator Loss: 2.3424
Epoch 14/25... Discriminator Loss: 1.1347... Generator Loss: 1.2155
Epoch 14/25... Discriminator Loss: 1.1958... Generator Loss: 1.2681
Epoch 14/25... Discriminator Loss: 1.0860... Generator Loss: 1.1253
Epoch 14/25... Discriminator Loss: 1.0774... Generator Loss: 1.4536
Epoch 14/25... Discriminator Loss: 0.9945... Generator Loss: 1.7594
Epoch 14/25... Discriminator Loss: 0.9756... Generator Loss: 2.0460
Epoch 14/25... Discriminator Loss: 1.3775... Generator Loss: 2.5266
Epoch 14/25... Discriminator Loss: 1.1487... Generator Loss: 1.1442
Epoch 14/25... Discriminator Loss: 1.0359... Generator Loss: 1.3920
Epoch 14/25... Discriminator Loss: 1.1422... Generator Loss: 3.1340
Epoch 14/25... Discriminator Loss: 1.0614... Generator Loss: 1.6643
Epoch 14/25... Discriminator Loss: 1.0634... Generator Loss: 1.2985
Epoch 14/25... Discriminator Loss: 1.1306... Generator Loss: 1.3263
Epoch 14/25... Discriminator Loss: 1.0444... Generator Loss: 2.1098
Epoch 14/25... Discriminator Loss: 1.2694... Generator Loss: 1.5798
Epoch 14/25... Discriminator Loss: 1.2627... Generator Loss: 1.3087
Epoch 14/25... Discriminator Loss: 1.0222... Generator Loss: 0.9291
Epoch 14/25... Discriminator Loss: 1.2322... Generator Loss: 0.9399
Epoch 14/25... Discriminator Loss: 0.9326... Generator Loss: 2.6836
Epoch 14/25... Discriminator Loss: 0.9642... Generator Loss: 1.4101
Epoch 14/25... Discriminator Loss: 1.0241... Generator Loss: 1.1181
Epoch 14/25... Discriminator Loss: 1.3104... Generator Loss: 0.9436
Epoch 14/25... Discriminator Loss: 1.1534... Generator Loss: 1.1197
Epoch 14/25... Discriminator Loss: 1.0643... Generator Loss: 1.6962
Epoch 14/25... Discriminator Loss: 1.1150... Generator Loss: 1.3022
Epoch 14/25... Discriminator Loss: 1.0568... Generator Loss: 1.1055
Epoch 14/25... Discriminator Loss: 1.0030... Generator Loss: 1.3930
Epoch 14/25... Discriminator Loss: 1.3378... Generator Loss: 0.8945
Epoch 14/25... Discriminator Loss: 1.3627... Generator Loss: 0.8178
Epoch 14/25... Discriminator Loss: 0.9661... Generator Loss: 1.8041
Epoch 14/25... Discriminator Loss: 1.1818... Generator Loss: 1.1077
Epoch 14/25... Discriminator Loss: 1.2702... Generator Loss: 1.9091
Epoch 14/25... Discriminator Loss: 1.1158... Generator Loss: 1.6592
Epoch 14/25... Discriminator Loss: 1.1218... Generator Loss: 1.2184
Epoch 14/25... Discriminator Loss: 1.0574... Generator Loss: 1.6891
Epoch 14/25... Discriminator Loss: 1.2714... Generator Loss: 1.2373
Epoch 14/25... Discriminator Loss: 1.0490... Generator Loss: 1.4860
Epoch 14/25... Discriminator Loss: 1.2729... Generator Loss: 1.0681
Epoch 14/25... Discriminator Loss: 1.0494... Generator Loss: 1.3176
Epoch 14/25... Discriminator Loss: 1.2118... Generator Loss: 1.6699
Epoch 14/25... Discriminator Loss: 1.1548... Generator Loss: 1.5682
Epoch 14/25... Discriminator Loss: 1.0117... Generator Loss: 1.3963
Epoch 14/25... Discriminator Loss: 1.0624... Generator Loss: 1.3599
Epoch 14/25... Discriminator Loss: 1.1339... Generator Loss: 1.7245
Epoch 14/25... Discriminator Loss: 1.2773... Generator Loss: 1.7582
Epoch 14/25... Discriminator Loss: 1.0785... Generator Loss: 2.1762
Epoch 14/25... Discriminator Loss: 1.0367... Generator Loss: 1.6716
Epoch 14/25... Discriminator Loss: 1.1444... Generator Loss: 1.4228
Epoch 14/25... Discriminator Loss: 1.0941... Generator Loss: 1.6418
Epoch 14/25... Discriminator Loss: 1.1076... Generator Loss: 1.0404
Epoch 14/25... Discriminator Loss: 0.9898... Generator Loss: 1.6906
Epoch 14/25... Discriminator Loss: 1.8558... Generator Loss: 0.4602
Epoch 14/25... Discriminator Loss: 1.1361... Generator Loss: 1.3495
Epoch 15/25... Discriminator Loss: 1.0063... Generator Loss: 1.5573
Epoch 15/25... Discriminator Loss: 1.0980... Generator Loss: 1.5035
Epoch 15/25... Discriminator Loss: 0.8461... Generator Loss: 1.9020
Epoch 15/25... Discriminator Loss: 1.0088... Generator Loss: 1.2908
Epoch 15/25... Discriminator Loss: 1.0980... Generator Loss: 1.9556
Epoch 15/25... Discriminator Loss: 1.2477... Generator Loss: 1.6700
Epoch 15/25... Discriminator Loss: 0.9940... Generator Loss: 1.1433
Epoch 15/25... Discriminator Loss: 1.2125... Generator Loss: 1.3125
Epoch 15/25... Discriminator Loss: 1.1063... Generator Loss: 1.3008
Epoch 15/25... Discriminator Loss: 1.2351... Generator Loss: 1.0783
Epoch 15/25... Discriminator Loss: 0.8772... Generator Loss: 1.7834
Epoch 15/25... Discriminator Loss: 1.2869... Generator Loss: 0.9847
Epoch 15/25... Discriminator Loss: 1.3031... Generator Loss: 1.9562
Epoch 15/25... Discriminator Loss: 1.1266... Generator Loss: 1.4791
Epoch 15/25... Discriminator Loss: 0.7400... Generator Loss: 1.8818
Epoch 15/25... Discriminator Loss: 0.9873... Generator Loss: 1.5508
Epoch 15/25... Discriminator Loss: 1.0956... Generator Loss: 1.1078
Epoch 15/25... Discriminator Loss: 1.1044... Generator Loss: 2.0377
Epoch 15/25... Discriminator Loss: 0.7915... Generator Loss: 1.3244
Epoch 15/25... Discriminator Loss: 0.8955... Generator Loss: 1.9472
Epoch 15/25... Discriminator Loss: 1.0017... Generator Loss: 2.1307
Epoch 15/25... Discriminator Loss: 1.3704... Generator Loss: 1.1346
Epoch 15/25... Discriminator Loss: 1.0587... Generator Loss: 1.2372
Epoch 15/25... Discriminator Loss: 1.0840... Generator Loss: 1.4289
Epoch 15/25... Discriminator Loss: 0.8106... Generator Loss: 1.6004
Epoch 15/25... Discriminator Loss: 1.3493... Generator Loss: 2.6466
Epoch 15/25... Discriminator Loss: 1.1081... Generator Loss: 1.0926
Epoch 15/25... Discriminator Loss: 1.1698... Generator Loss: 1.3485
Epoch 15/25... Discriminator Loss: 0.9803... Generator Loss: 1.9897
Epoch 15/25... Discriminator Loss: 1.0287... Generator Loss: 1.7380
Epoch 15/25... Discriminator Loss: 1.0168... Generator Loss: 1.4513
Epoch 15/25... Discriminator Loss: 1.0357... Generator Loss: 1.5805
Epoch 15/25... Discriminator Loss: 1.2008... Generator Loss: 1.5204
Epoch 15/25... Discriminator Loss: 1.0100... Generator Loss: 1.4738
Epoch 15/25... Discriminator Loss: 1.2539... Generator Loss: 0.9349
Epoch 15/25... Discriminator Loss: 1.0795... Generator Loss: 1.6736
Epoch 15/25... Discriminator Loss: 1.0017... Generator Loss: 1.7608
Epoch 15/25... Discriminator Loss: 0.9908... Generator Loss: 1.5216
Epoch 15/25... Discriminator Loss: 1.2600... Generator Loss: 1.2953
Epoch 15/25... Discriminator Loss: 0.9938... Generator Loss: 1.1351
Epoch 15/25... Discriminator Loss: 1.4242... Generator Loss: 0.5892
Epoch 15/25... Discriminator Loss: 1.0007... Generator Loss: 1.3203
Epoch 15/25... Discriminator Loss: 1.1439... Generator Loss: 1.8756
Epoch 15/25... Discriminator Loss: 1.1706... Generator Loss: 2.0299
Epoch 15/25... Discriminator Loss: 0.9549... Generator Loss: 1.7638
Epoch 15/25... Discriminator Loss: 1.0191... Generator Loss: 1.2150
Epoch 15/25... Discriminator Loss: 1.1304... Generator Loss: 1.3874
Epoch 15/25... Discriminator Loss: 1.1205... Generator Loss: 1.8589
Epoch 15/25... Discriminator Loss: 1.0340... Generator Loss: 1.3759
Epoch 15/25... Discriminator Loss: 1.2221... Generator Loss: 1.1627
Epoch 15/25... Discriminator Loss: 1.0463... Generator Loss: 1.7541
Epoch 15/25... Discriminator Loss: 1.0163... Generator Loss: 1.4122
Epoch 15/25... Discriminator Loss: 1.0230... Generator Loss: 1.7516
Epoch 15/25... Discriminator Loss: 0.9467... Generator Loss: 1.6048
Epoch 15/25... Discriminator Loss: 1.3854... Generator Loss: 0.9101
Epoch 15/25... Discriminator Loss: 1.4002... Generator Loss: 0.7751
Epoch 15/25... Discriminator Loss: 1.1793... Generator Loss: 0.9813
Epoch 15/25... Discriminator Loss: 1.1604... Generator Loss: 1.3053
Epoch 15/25... Discriminator Loss: 1.1687... Generator Loss: 1.4089
Epoch 15/25... Discriminator Loss: 1.1090... Generator Loss: 1.4514
Epoch 15/25... Discriminator Loss: 0.9782... Generator Loss: 1.6664
Epoch 15/25... Discriminator Loss: 1.0788... Generator Loss: 1.8440
Epoch 15/25... Discriminator Loss: 1.2165... Generator Loss: 1.0916
Epoch 15/25... Discriminator Loss: 1.1871... Generator Loss: 1.2428
Epoch 15/25... Discriminator Loss: 1.2150... Generator Loss: 1.2439
Epoch 15/25... Discriminator Loss: 1.1250... Generator Loss: 1.1516
Epoch 15/25... Discriminator Loss: 1.1228... Generator Loss: 1.0459
Epoch 15/25... Discriminator Loss: 1.1093... Generator Loss: 2.0931
Epoch 15/25... Discriminator Loss: 1.0513... Generator Loss: 1.3614
Epoch 15/25... Discriminator Loss: 0.9900... Generator Loss: 1.4019
Epoch 15/25... Discriminator Loss: 1.1720... Generator Loss: 0.7977
Epoch 15/25... Discriminator Loss: 1.0404... Generator Loss: 1.6866
Epoch 15/25... Discriminator Loss: 0.8539... Generator Loss: 1.4599
Epoch 15/25... Discriminator Loss: 0.9234... Generator Loss: 1.5301
Epoch 15/25... Discriminator Loss: 1.2934... Generator Loss: 1.6241
Epoch 15/25... Discriminator Loss: 1.0014... Generator Loss: 1.8787
Epoch 15/25... Discriminator Loss: 1.0402... Generator Loss: 1.5678
Epoch 15/25... Discriminator Loss: 0.9782... Generator Loss: 1.3398
Epoch 15/25... Discriminator Loss: 1.0371... Generator Loss: 1.6548
Epoch 15/25... Discriminator Loss: 0.9758... Generator Loss: 1.5477
Epoch 15/25... Discriminator Loss: 1.1874... Generator Loss: 1.5307
Epoch 15/25... Discriminator Loss: 1.0335... Generator Loss: 1.5239
Epoch 15/25... Discriminator Loss: 0.9165... Generator Loss: 1.6229
Epoch 15/25... Discriminator Loss: 1.1135... Generator Loss: 1.4810
Epoch 15/25... Discriminator Loss: 1.1839... Generator Loss: 0.9966
Epoch 15/25... Discriminator Loss: 1.1515... Generator Loss: 1.7169
Epoch 15/25... Discriminator Loss: 1.1478... Generator Loss: 1.6800
Epoch 15/25... Discriminator Loss: 0.9770... Generator Loss: 1.5256
Epoch 15/25... Discriminator Loss: 1.1885... Generator Loss: 1.0524
Epoch 15/25... Discriminator Loss: 1.1082... Generator Loss: 1.2203
Epoch 15/25... Discriminator Loss: 0.9405... Generator Loss: 1.2683
Epoch 15/25... Discriminator Loss: 1.1034... Generator Loss: 1.4219
Epoch 15/25... Discriminator Loss: 1.4195... Generator Loss: 1.0319
Epoch 15/25... Discriminator Loss: 1.2542... Generator Loss: 1.0066
Epoch 15/25... Discriminator Loss: 1.4853... Generator Loss: 0.6949
Epoch 15/25... Discriminator Loss: 1.3492... Generator Loss: 1.9684
Epoch 15/25... Discriminator Loss: 1.0365... Generator Loss: 1.6701
Epoch 15/25... Discriminator Loss: 0.9738... Generator Loss: 1.7182
Epoch 15/25... Discriminator Loss: 1.1204... Generator Loss: 1.4796
Epoch 15/25... Discriminator Loss: 0.9728... Generator Loss: 1.6399
Epoch 15/25... Discriminator Loss: 0.8801... Generator Loss: 1.0585
Epoch 15/25... Discriminator Loss: 1.0998... Generator Loss: 1.2675
Epoch 15/25... Discriminator Loss: 1.2186... Generator Loss: 1.1789
Epoch 15/25... Discriminator Loss: 1.0742... Generator Loss: 1.4147
Epoch 15/25... Discriminator Loss: 0.8809... Generator Loss: 1.8350
Epoch 15/25... Discriminator Loss: 1.1104... Generator Loss: 2.4965
Epoch 15/25... Discriminator Loss: 1.0488... Generator Loss: 1.9504
Epoch 15/25... Discriminator Loss: 1.1578... Generator Loss: 1.0302
Epoch 15/25... Discriminator Loss: 1.0698... Generator Loss: 1.7268
Epoch 15/25... Discriminator Loss: 1.4373... Generator Loss: 2.0990
Epoch 15/25... Discriminator Loss: 0.9382... Generator Loss: 1.6187
Epoch 15/25... Discriminator Loss: 1.2064... Generator Loss: 1.2465
Epoch 15/25... Discriminator Loss: 0.8638... Generator Loss: 1.6725
Epoch 15/25... Discriminator Loss: 1.4699... Generator Loss: 2.1142
Epoch 15/25... Discriminator Loss: 0.9993... Generator Loss: 1.2803
Epoch 15/25... Discriminator Loss: 1.1188... Generator Loss: 2.1670
Epoch 15/25... Discriminator Loss: 1.0237... Generator Loss: 1.5875
Epoch 15/25... Discriminator Loss: 1.2820... Generator Loss: 1.9934
Epoch 15/25... Discriminator Loss: 1.3164... Generator Loss: 2.2904
Epoch 15/25... Discriminator Loss: 1.0650... Generator Loss: 1.5958
Epoch 15/25... Discriminator Loss: 1.0166... Generator Loss: 1.2719
Epoch 15/25... Discriminator Loss: 1.1384... Generator Loss: 1.3948
Epoch 15/25... Discriminator Loss: 1.0193... Generator Loss: 1.3225
Epoch 15/25... Discriminator Loss: 1.0802... Generator Loss: 1.4811
Epoch 15/25... Discriminator Loss: 1.1782... Generator Loss: 1.0279
Epoch 15/25... Discriminator Loss: 1.1070... Generator Loss: 1.4803
Epoch 15/25... Discriminator Loss: 1.0087... Generator Loss: 0.9486
Epoch 15/25... Discriminator Loss: 1.0730... Generator Loss: 1.1692
Epoch 15/25... Discriminator Loss: 1.3318... Generator Loss: 1.1539
Epoch 15/25... Discriminator Loss: 1.0868... Generator Loss: 1.9602
Epoch 15/25... Discriminator Loss: 0.8687... Generator Loss: 1.5172
Epoch 15/25... Discriminator Loss: 1.1000... Generator Loss: 2.6108
Epoch 15/25... Discriminator Loss: 1.2754... Generator Loss: 1.5669
Epoch 15/25... Discriminator Loss: 1.0456... Generator Loss: 1.1493
Epoch 15/25... Discriminator Loss: 1.4649... Generator Loss: 0.7451
Epoch 15/25... Discriminator Loss: 0.9491... Generator Loss: 2.0956
Epoch 15/25... Discriminator Loss: 1.1535... Generator Loss: 1.5621
Epoch 15/25... Discriminator Loss: 1.3740... Generator Loss: 2.2683
Epoch 15/25... Discriminator Loss: 0.9045... Generator Loss: 1.5358
Epoch 15/25... Discriminator Loss: 1.0287... Generator Loss: 1.7466
Epoch 15/25... Discriminator Loss: 0.9689... Generator Loss: 1.1732
Epoch 15/25... Discriminator Loss: 0.9760... Generator Loss: 1.6907
Epoch 15/25... Discriminator Loss: 1.1534... Generator Loss: 1.3483
Epoch 15/25... Discriminator Loss: 1.0617... Generator Loss: 1.6593
Epoch 15/25... Discriminator Loss: 0.8534... Generator Loss: 1.6164
Epoch 15/25... Discriminator Loss: 1.3862... Generator Loss: 0.9535
Epoch 15/25... Discriminator Loss: 1.1110... Generator Loss: 1.6343
Epoch 15/25... Discriminator Loss: 1.0996... Generator Loss: 2.1823
Epoch 15/25... Discriminator Loss: 1.0598... Generator Loss: 1.4373
Epoch 15/25... Discriminator Loss: 1.1109... Generator Loss: 1.2126
Epoch 15/25... Discriminator Loss: 1.1525... Generator Loss: 1.1518
Epoch 15/25... Discriminator Loss: 1.1618... Generator Loss: 1.4630
Epoch 15/25... Discriminator Loss: 1.1902... Generator Loss: 2.4742
Epoch 15/25... Discriminator Loss: 1.3905... Generator Loss: 1.8237
Epoch 15/25... Discriminator Loss: 1.3378... Generator Loss: 2.1952
Epoch 15/25... Discriminator Loss: 1.0131... Generator Loss: 1.4446
Epoch 15/25... Discriminator Loss: 1.0174... Generator Loss: 1.7725
Epoch 15/25... Discriminator Loss: 1.0208... Generator Loss: 1.5309
Epoch 15/25... Discriminator Loss: 1.1238... Generator Loss: 1.2057
Epoch 16/25... Discriminator Loss: 1.2085... Generator Loss: 2.0489
Epoch 16/25... Discriminator Loss: 1.1316... Generator Loss: 1.3673
Epoch 16/25... Discriminator Loss: 0.7404... Generator Loss: 2.0012
Epoch 16/25... Discriminator Loss: 1.1650... Generator Loss: 1.9192
Epoch 16/25... Discriminator Loss: 0.8960... Generator Loss: 1.2695
Epoch 16/25... Discriminator Loss: 1.0253... Generator Loss: 1.7921
Epoch 16/25... Discriminator Loss: 1.1659... Generator Loss: 1.4119
Epoch 16/25... Discriminator Loss: 0.9378... Generator Loss: 1.2900
Epoch 16/25... Discriminator Loss: 1.1514... Generator Loss: 1.6242
Epoch 16/25... Discriminator Loss: 1.1213... Generator Loss: 1.8143
Epoch 16/25... Discriminator Loss: 0.9594... Generator Loss: 2.0576
Epoch 16/25... Discriminator Loss: 1.0866... Generator Loss: 1.2530
Epoch 16/25... Discriminator Loss: 1.0554... Generator Loss: 1.4222
Epoch 16/25... Discriminator Loss: 1.1676... Generator Loss: 1.2028
Epoch 16/25... Discriminator Loss: 0.9005... Generator Loss: 1.8127
Epoch 16/25... Discriminator Loss: 1.0942... Generator Loss: 1.7331
Epoch 16/25... Discriminator Loss: 1.1545... Generator Loss: 1.2070
Epoch 16/25... Discriminator Loss: 1.0401... Generator Loss: 1.9463
Epoch 16/25... Discriminator Loss: 0.9871... Generator Loss: 1.5152
Epoch 16/25... Discriminator Loss: 1.0619... Generator Loss: 1.8653
Epoch 16/25... Discriminator Loss: 1.0755... Generator Loss: 2.4056
Epoch 16/25... Discriminator Loss: 1.2303... Generator Loss: 1.4022
Epoch 16/25... Discriminator Loss: 1.0599... Generator Loss: 1.6384
Epoch 16/25... Discriminator Loss: 1.2498... Generator Loss: 1.5673
Epoch 16/25... Discriminator Loss: 0.9868... Generator Loss: 1.3035
Epoch 16/25... Discriminator Loss: 1.4544... Generator Loss: 2.5836
Epoch 16/25... Discriminator Loss: 1.0784... Generator Loss: 1.2999
Epoch 16/25... Discriminator Loss: 1.1773... Generator Loss: 1.8228
Epoch 16/25... Discriminator Loss: 0.9689... Generator Loss: 1.5181
Epoch 16/25... Discriminator Loss: 1.1532... Generator Loss: 2.2827
Epoch 16/25... Discriminator Loss: 1.0618... Generator Loss: 1.6616
Epoch 16/25... Discriminator Loss: 0.7982... Generator Loss: 1.5114
Epoch 16/25... Discriminator Loss: 1.0899... Generator Loss: 1.6614
Epoch 16/25... Discriminator Loss: 0.9643... Generator Loss: 1.5185
Epoch 16/25... Discriminator Loss: 0.8386... Generator Loss: 1.2082
Epoch 16/25... Discriminator Loss: 0.9192... Generator Loss: 1.7437
Epoch 16/25... Discriminator Loss: 0.9161... Generator Loss: 1.6465
Epoch 16/25... Discriminator Loss: 1.1286... Generator Loss: 1.7883
Epoch 16/25... Discriminator Loss: 1.1544... Generator Loss: 1.4773
Epoch 16/25... Discriminator Loss: 1.1202... Generator Loss: 1.8829
Epoch 16/25... Discriminator Loss: 1.5284... Generator Loss: 0.8975
Epoch 16/25... Discriminator Loss: 1.0861... Generator Loss: 1.0383
Epoch 16/25... Discriminator Loss: 1.2496... Generator Loss: 2.5298
Epoch 16/25... Discriminator Loss: 1.0894... Generator Loss: 1.4437
Epoch 16/25... Discriminator Loss: 0.9968... Generator Loss: 1.4897
Epoch 16/25... Discriminator Loss: 1.4739... Generator Loss: 0.8445
Epoch 16/25... Discriminator Loss: 1.0143... Generator Loss: 1.3376
Epoch 16/25... Discriminator Loss: 1.0741... Generator Loss: 1.6596
Epoch 16/25... Discriminator Loss: 1.2124... Generator Loss: 1.1708
Epoch 16/25... Discriminator Loss: 1.0587... Generator Loss: 1.1747
Epoch 16/25... Discriminator Loss: 1.4034... Generator Loss: 2.1817
Epoch 16/25... Discriminator Loss: 1.0222... Generator Loss: 1.7316
Epoch 16/25... Discriminator Loss: 1.1167... Generator Loss: 1.1011
Epoch 16/25... Discriminator Loss: 1.0291... Generator Loss: 1.7760
Epoch 16/25... Discriminator Loss: 0.9955... Generator Loss: 1.6872
Epoch 16/25... Discriminator Loss: 1.1311... Generator Loss: 2.1155
Epoch 16/25... Discriminator Loss: 1.2436... Generator Loss: 1.8876
Epoch 16/25... Discriminator Loss: 1.1538... Generator Loss: 1.0402
Epoch 16/25... Discriminator Loss: 0.8624... Generator Loss: 1.7112
Epoch 16/25... Discriminator Loss: 0.8615... Generator Loss: 1.6249
Epoch 16/25... Discriminator Loss: 1.1620... Generator Loss: 2.2046
Epoch 16/25... Discriminator Loss: 1.0039... Generator Loss: 1.5511
Epoch 16/25... Discriminator Loss: 1.0479... Generator Loss: 1.1457
Epoch 16/25... Discriminator Loss: 0.9329... Generator Loss: 1.0575
Epoch 16/25... Discriminator Loss: 1.2566... Generator Loss: 1.9130
Epoch 16/25... Discriminator Loss: 1.0550... Generator Loss: 1.3205
Epoch 16/25... Discriminator Loss: 0.8444... Generator Loss: 1.3315
Epoch 16/25... Discriminator Loss: 1.1890... Generator Loss: 1.6311
Epoch 16/25... Discriminator Loss: 1.0549... Generator Loss: 1.4864
Epoch 16/25... Discriminator Loss: 1.0765... Generator Loss: 2.1382
Epoch 16/25... Discriminator Loss: 1.0034... Generator Loss: 1.7944
Epoch 16/25... Discriminator Loss: 1.1480... Generator Loss: 1.3877
Epoch 16/25... Discriminator Loss: 1.1776... Generator Loss: 1.5571
Epoch 16/25... Discriminator Loss: 1.0195... Generator Loss: 1.4371
Epoch 16/25... Discriminator Loss: 1.0696... Generator Loss: 1.4096
Epoch 16/25... Discriminator Loss: 1.0405... Generator Loss: 1.4060
Epoch 16/25... Discriminator Loss: 1.3319... Generator Loss: 2.1502
Epoch 16/25... Discriminator Loss: 0.9053... Generator Loss: 1.2309
Epoch 16/25... Discriminator Loss: 1.2062... Generator Loss: 1.8855
Epoch 16/25... Discriminator Loss: 1.2516... Generator Loss: 1.1984
Epoch 16/25... Discriminator Loss: 1.2961... Generator Loss: 1.7093
Epoch 16/25... Discriminator Loss: 1.1009... Generator Loss: 1.9299
Epoch 16/25... Discriminator Loss: 0.8824... Generator Loss: 1.5823
Epoch 16/25... Discriminator Loss: 1.2054... Generator Loss: 1.9980
Epoch 16/25... Discriminator Loss: 1.0650... Generator Loss: 1.1196
Epoch 16/25... Discriminator Loss: 1.3811... Generator Loss: 0.9171
Epoch 16/25... Discriminator Loss: 1.0110... Generator Loss: 2.0104
Epoch 16/25... Discriminator Loss: 0.9411... Generator Loss: 1.8691
Epoch 16/25... Discriminator Loss: 1.1899... Generator Loss: 1.3742
Epoch 16/25... Discriminator Loss: 1.1514... Generator Loss: 1.3435
Epoch 16/25... Discriminator Loss: 1.1839... Generator Loss: 1.8779
Epoch 16/25... Discriminator Loss: 1.6063... Generator Loss: 0.7536
Epoch 16/25... Discriminator Loss: 0.9904... Generator Loss: 1.4469
Epoch 16/25... Discriminator Loss: 1.1435... Generator Loss: 1.4155
Epoch 16/25... Discriminator Loss: 1.1400... Generator Loss: 0.9566
Epoch 16/25... Discriminator Loss: 1.0337... Generator Loss: 1.8538
Epoch 16/25... Discriminator Loss: 1.3600... Generator Loss: 1.9321
Epoch 16/25... Discriminator Loss: 1.0243... Generator Loss: 1.3137
Epoch 16/25... Discriminator Loss: 1.2203... Generator Loss: 1.5518
Epoch 16/25... Discriminator Loss: 0.9897... Generator Loss: 1.9363
Epoch 16/25... Discriminator Loss: 1.0027... Generator Loss: 1.8398
Epoch 16/25... Discriminator Loss: 0.9487... Generator Loss: 1.3020
Epoch 16/25... Discriminator Loss: 1.5738... Generator Loss: 0.9270
Epoch 16/25... Discriminator Loss: 0.8521... Generator Loss: 1.9396
Epoch 16/25... Discriminator Loss: 1.0548... Generator Loss: 2.3832
Epoch 16/25... Discriminator Loss: 1.2782... Generator Loss: 2.1328
Epoch 16/25... Discriminator Loss: 1.0961... Generator Loss: 1.9491
Epoch 16/25... Discriminator Loss: 1.0976... Generator Loss: 1.8216
Epoch 16/25... Discriminator Loss: 0.9255... Generator Loss: 1.5634
Epoch 16/25... Discriminator Loss: 1.0666... Generator Loss: 1.6481
Epoch 16/25... Discriminator Loss: 1.0916... Generator Loss: 1.6807
Epoch 16/25... Discriminator Loss: 1.2621... Generator Loss: 1.6463
Epoch 16/25... Discriminator Loss: 0.8134... Generator Loss: 1.8553
Epoch 16/25... Discriminator Loss: 1.0093... Generator Loss: 1.4203
Epoch 16/25... Discriminator Loss: 0.9656... Generator Loss: 1.8919
Epoch 16/25... Discriminator Loss: 1.0629... Generator Loss: 2.6747
Epoch 16/25... Discriminator Loss: 1.0673... Generator Loss: 1.6710
Epoch 16/25... Discriminator Loss: 1.0658... Generator Loss: 1.6568
Epoch 16/25... Discriminator Loss: 1.0070... Generator Loss: 1.2570
Epoch 16/25... Discriminator Loss: 1.0911... Generator Loss: 1.3496
Epoch 16/25... Discriminator Loss: 0.9948... Generator Loss: 1.6058
Epoch 16/25... Discriminator Loss: 0.9457... Generator Loss: 1.4887
Epoch 16/25... Discriminator Loss: 0.7159... Generator Loss: 1.6839
Epoch 16/25... Discriminator Loss: 0.9874... Generator Loss: 1.6624
Epoch 16/25... Discriminator Loss: 1.1338... Generator Loss: 1.0679
Epoch 16/25... Discriminator Loss: 1.0764... Generator Loss: 1.4269
Epoch 16/25... Discriminator Loss: 1.0098... Generator Loss: 1.2054
Epoch 16/25... Discriminator Loss: 1.2695... Generator Loss: 1.1796
Epoch 16/25... Discriminator Loss: 1.2091... Generator Loss: 1.1221
Epoch 16/25... Discriminator Loss: 0.9273... Generator Loss: 1.8754
Epoch 16/25... Discriminator Loss: 1.1461... Generator Loss: 0.9502
Epoch 16/25... Discriminator Loss: 1.1311... Generator Loss: 2.2856
Epoch 16/25... Discriminator Loss: 1.0789... Generator Loss: 1.5257
Epoch 16/25... Discriminator Loss: 1.1095... Generator Loss: 1.7888
Epoch 16/25... Discriminator Loss: 1.0244... Generator Loss: 0.8748
Epoch 16/25... Discriminator Loss: 1.1406... Generator Loss: 1.9670
Epoch 16/25... Discriminator Loss: 1.0524... Generator Loss: 1.2963
Epoch 16/25... Discriminator Loss: 1.1005... Generator Loss: 1.9047
Epoch 16/25... Discriminator Loss: 1.0609... Generator Loss: 1.2235
Epoch 16/25... Discriminator Loss: 1.1437... Generator Loss: 1.3054
Epoch 16/25... Discriminator Loss: 1.1663... Generator Loss: 1.0619
Epoch 16/25... Discriminator Loss: 0.8242... Generator Loss: 1.6408
Epoch 16/25... Discriminator Loss: 1.1338... Generator Loss: 1.2461
Epoch 16/25... Discriminator Loss: 1.2995... Generator Loss: 2.4807
Epoch 16/25... Discriminator Loss: 1.0269... Generator Loss: 1.4362
Epoch 16/25... Discriminator Loss: 1.2804... Generator Loss: 1.5844
Epoch 16/25... Discriminator Loss: 1.0442... Generator Loss: 1.3835
Epoch 16/25... Discriminator Loss: 1.0596... Generator Loss: 1.8207
Epoch 16/25... Discriminator Loss: 1.1382... Generator Loss: 1.0392
Epoch 16/25... Discriminator Loss: 1.0533... Generator Loss: 1.7674
Epoch 16/25... Discriminator Loss: 1.0619... Generator Loss: 1.5428
Epoch 16/25... Discriminator Loss: 1.1100... Generator Loss: 1.4515
Epoch 16/25... Discriminator Loss: 0.8621... Generator Loss: 1.6591
Epoch 16/25... Discriminator Loss: 1.2532... Generator Loss: 0.9601
Epoch 16/25... Discriminator Loss: 1.1011... Generator Loss: 1.4309
Epoch 16/25... Discriminator Loss: 1.2814... Generator Loss: 1.1557
Epoch 16/25... Discriminator Loss: 0.9844... Generator Loss: 1.5050
Epoch 16/25... Discriminator Loss: 1.0731... Generator Loss: 1.7286
Epoch 16/25... Discriminator Loss: 1.2124... Generator Loss: 1.2832
Epoch 17/25... Discriminator Loss: 1.1256... Generator Loss: 1.9645
Epoch 17/25... Discriminator Loss: 1.0008... Generator Loss: 1.8279
Epoch 17/25... Discriminator Loss: 1.0766... Generator Loss: 1.3558
Epoch 17/25... Discriminator Loss: 0.9412... Generator Loss: 2.2498
Epoch 17/25... Discriminator Loss: 0.7571... Generator Loss: 1.8531
Epoch 17/25... Discriminator Loss: 1.0233... Generator Loss: 1.4937
Epoch 17/25... Discriminator Loss: 0.8295... Generator Loss: 1.5045
Epoch 17/25... Discriminator Loss: 1.3278... Generator Loss: 1.2150
Epoch 17/25... Discriminator Loss: 1.1162... Generator Loss: 1.1575
Epoch 17/25... Discriminator Loss: 1.2287... Generator Loss: 0.9432
Epoch 17/25... Discriminator Loss: 0.9993... Generator Loss: 1.4000
Epoch 17/25... Discriminator Loss: 1.4142... Generator Loss: 1.8721
Epoch 17/25... Discriminator Loss: 1.1713... Generator Loss: 1.8413
Epoch 17/25... Discriminator Loss: 1.0630... Generator Loss: 1.7615
Epoch 17/25... Discriminator Loss: 0.8402... Generator Loss: 1.5776
Epoch 17/25... Discriminator Loss: 1.2113... Generator Loss: 1.3960
Epoch 17/25... Discriminator Loss: 1.3847... Generator Loss: 1.4394
Epoch 17/25... Discriminator Loss: 1.2730... Generator Loss: 2.1830
Epoch 17/25... Discriminator Loss: 1.0632... Generator Loss: 1.3274
Epoch 17/25... Discriminator Loss: 1.0652... Generator Loss: 1.6731
Epoch 17/25... Discriminator Loss: 1.0945... Generator Loss: 1.2531
Epoch 17/25... Discriminator Loss: 1.1207... Generator Loss: 1.4373
Epoch 17/25... Discriminator Loss: 1.1441... Generator Loss: 2.5446
Epoch 17/25... Discriminator Loss: 1.2152... Generator Loss: 2.1685
Epoch 17/25... Discriminator Loss: 0.8572... Generator Loss: 1.8792
Epoch 17/25... Discriminator Loss: 1.3601... Generator Loss: 0.9081
Epoch 17/25... Discriminator Loss: 0.9111... Generator Loss: 1.0629
Epoch 17/25... Discriminator Loss: 1.1548... Generator Loss: 1.2665
Epoch 17/25... Discriminator Loss: 0.9639... Generator Loss: 1.6921
Epoch 17/25... Discriminator Loss: 1.1407... Generator Loss: 1.9775
Epoch 17/25... Discriminator Loss: 1.1104... Generator Loss: 1.3555
Epoch 17/25... Discriminator Loss: 0.8931... Generator Loss: 1.4367
Epoch 17/25... Discriminator Loss: 1.2992... Generator Loss: 1.1470
Epoch 17/25... Discriminator Loss: 1.0263... Generator Loss: 1.6609
Epoch 17/25... Discriminator Loss: 1.1830... Generator Loss: 1.4953
Epoch 17/25... Discriminator Loss: 0.9647... Generator Loss: 1.3189
Epoch 17/25... Discriminator Loss: 1.1203... Generator Loss: 1.4460
Epoch 17/25... Discriminator Loss: 0.9486... Generator Loss: 1.4845
Epoch 17/25... Discriminator Loss: 1.1988... Generator Loss: 1.4508
Epoch 17/25... Discriminator Loss: 1.1455... Generator Loss: 1.2407
Epoch 17/25... Discriminator Loss: 1.3944... Generator Loss: 0.6362
Epoch 17/25... Discriminator Loss: 1.0918... Generator Loss: 1.1965
Epoch 17/25... Discriminator Loss: 1.0627... Generator Loss: 1.6231
Epoch 17/25... Discriminator Loss: 0.9763... Generator Loss: 1.6549
Epoch 17/25... Discriminator Loss: 1.1067... Generator Loss: 1.4298
Epoch 17/25... Discriminator Loss: 1.2702... Generator Loss: 0.9023
Epoch 17/25... Discriminator Loss: 0.9492... Generator Loss: 1.4655
Epoch 17/25... Discriminator Loss: 1.1981... Generator Loss: 2.1964
Epoch 17/25... Discriminator Loss: 1.0247... Generator Loss: 1.5790
Epoch 17/25... Discriminator Loss: 1.1747... Generator Loss: 1.0338
Epoch 17/25... Discriminator Loss: 1.2204... Generator Loss: 0.9031
Epoch 17/25... Discriminator Loss: 1.2196... Generator Loss: 1.1783
Epoch 17/25... Discriminator Loss: 1.1991... Generator Loss: 1.3460
Epoch 17/25... Discriminator Loss: 0.9662... Generator Loss: 1.6294
Epoch 17/25... Discriminator Loss: 0.9210... Generator Loss: 2.0814
Epoch 17/25... Discriminator Loss: 1.0860... Generator Loss: 2.0461
Epoch 17/25... Discriminator Loss: 0.7177... Generator Loss: 1.7518
Epoch 17/25... Discriminator Loss: 1.3286... Generator Loss: 2.0134
Epoch 17/25... Discriminator Loss: 1.0951... Generator Loss: 1.2098
Epoch 17/25... Discriminator Loss: 1.0590... Generator Loss: 1.4063
Epoch 17/25... Discriminator Loss: 1.0269... Generator Loss: 1.7120
Epoch 17/25... Discriminator Loss: 1.0663... Generator Loss: 2.0454
Epoch 17/25... Discriminator Loss: 1.2148... Generator Loss: 1.5327
Epoch 17/25... Discriminator Loss: 1.0522... Generator Loss: 1.8665
Epoch 17/25... Discriminator Loss: 1.1120... Generator Loss: 1.0244
Epoch 17/25... Discriminator Loss: 1.2662... Generator Loss: 1.1069
Epoch 17/25... Discriminator Loss: 0.9828... Generator Loss: 1.3092
Epoch 17/25... Discriminator Loss: 1.0441... Generator Loss: 1.2932
Epoch 17/25... Discriminator Loss: 1.0523... Generator Loss: 1.2169
Epoch 17/25... Discriminator Loss: 0.8211... Generator Loss: 1.5296
Epoch 17/25... Discriminator Loss: 0.9747... Generator Loss: 1.1827
Epoch 17/25... Discriminator Loss: 1.2743... Generator Loss: 1.8310
Epoch 17/25... Discriminator Loss: 1.0142... Generator Loss: 1.7898
Epoch 17/25... Discriminator Loss: 1.1275... Generator Loss: 1.1416
Epoch 17/25... Discriminator Loss: 0.9158... Generator Loss: 1.5996
Epoch 17/25... Discriminator Loss: 1.0090... Generator Loss: 1.3497
Epoch 17/25... Discriminator Loss: 1.2082... Generator Loss: 1.2696
Epoch 17/25... Discriminator Loss: 0.8909... Generator Loss: 1.6741
Epoch 17/25... Discriminator Loss: 1.0868... Generator Loss: 1.6925
Epoch 17/25... Discriminator Loss: 1.1241... Generator Loss: 1.2690
Epoch 17/25... Discriminator Loss: 1.3513... Generator Loss: 2.0489
Epoch 17/25... Discriminator Loss: 1.2282... Generator Loss: 1.1563
Epoch 17/25... Discriminator Loss: 1.1394... Generator Loss: 1.9894
Epoch 17/25... Discriminator Loss: 1.0015... Generator Loss: 1.6159
Epoch 17/25... Discriminator Loss: 0.8335... Generator Loss: 1.3577
Epoch 17/25... Discriminator Loss: 1.2565... Generator Loss: 0.8124
Epoch 17/25... Discriminator Loss: 1.0597... Generator Loss: 1.6018
Epoch 17/25... Discriminator Loss: 1.3585... Generator Loss: 2.6050
Epoch 17/25... Discriminator Loss: 1.2153... Generator Loss: 2.2772
Epoch 17/25... Discriminator Loss: 1.2091... Generator Loss: 1.7979
Epoch 17/25... Discriminator Loss: 1.2049... Generator Loss: 1.3327
Epoch 17/25... Discriminator Loss: 1.4277... Generator Loss: 0.8362
Epoch 17/25... Discriminator Loss: 0.9811... Generator Loss: 1.0367
Epoch 17/25... Discriminator Loss: 1.1502... Generator Loss: 0.9565
Epoch 17/25... Discriminator Loss: 1.1959... Generator Loss: 1.0901
Epoch 17/25... Discriminator Loss: 1.2823... Generator Loss: 1.9238
Epoch 17/25... Discriminator Loss: 1.0646... Generator Loss: 1.3194
Epoch 17/25... Discriminator Loss: 1.0341... Generator Loss: 1.6650
Epoch 17/25... Discriminator Loss: 1.1613... Generator Loss: 1.4036
Epoch 17/25... Discriminator Loss: 1.1100... Generator Loss: 2.3858
Epoch 17/25... Discriminator Loss: 1.0189... Generator Loss: 1.3776
Epoch 17/25... Discriminator Loss: 0.9453... Generator Loss: 1.4883
Epoch 17/25... Discriminator Loss: 1.1554... Generator Loss: 1.3764
Epoch 17/25... Discriminator Loss: 1.1912... Generator Loss: 1.5923
Epoch 17/25... Discriminator Loss: 1.1390... Generator Loss: 2.7908
Epoch 17/25... Discriminator Loss: 0.9697... Generator Loss: 2.0228
Epoch 17/25... Discriminator Loss: 0.9981... Generator Loss: 1.5552
Epoch 17/25... Discriminator Loss: 1.3492... Generator Loss: 1.0098
Epoch 17/25... Discriminator Loss: 1.0707... Generator Loss: 1.2151
Epoch 17/25... Discriminator Loss: 1.0342... Generator Loss: 1.7667
Epoch 17/25... Discriminator Loss: 0.9666... Generator Loss: 1.6603
Epoch 17/25... Discriminator Loss: 1.1611... Generator Loss: 1.7889
Epoch 17/25... Discriminator Loss: 0.9704... Generator Loss: 1.9124
Epoch 17/25... Discriminator Loss: 1.0179... Generator Loss: 1.1162
Epoch 17/25... Discriminator Loss: 1.0423... Generator Loss: 1.7255
Epoch 17/25... Discriminator Loss: 1.0320... Generator Loss: 1.8637
Epoch 17/25... Discriminator Loss: 1.0178... Generator Loss: 1.8999
Epoch 17/25... Discriminator Loss: 1.1181... Generator Loss: 1.2911
Epoch 17/25... Discriminator Loss: 1.1964... Generator Loss: 1.5813
Epoch 17/25... Discriminator Loss: 0.9110... Generator Loss: 1.7507
Epoch 17/25... Discriminator Loss: 0.7827... Generator Loss: 1.8697
Epoch 17/25... Discriminator Loss: 1.0365... Generator Loss: 1.4051
Epoch 17/25... Discriminator Loss: 1.0599... Generator Loss: 1.7906
Epoch 17/25... Discriminator Loss: 0.9892... Generator Loss: 1.2408
Epoch 17/25... Discriminator Loss: 1.1878... Generator Loss: 1.5473
Epoch 17/25... Discriminator Loss: 1.0273... Generator Loss: 1.0912
Epoch 17/25... Discriminator Loss: 0.6643... Generator Loss: 1.7662
Epoch 17/25... Discriminator Loss: 0.9277... Generator Loss: 1.1081
Epoch 17/25... Discriminator Loss: 1.4321... Generator Loss: 0.6424
Epoch 17/25... Discriminator Loss: 1.2599... Generator Loss: 1.1471
Epoch 17/25... Discriminator Loss: 1.1164... Generator Loss: 1.4445
Epoch 17/25... Discriminator Loss: 1.1527... Generator Loss: 2.1560
Epoch 17/25... Discriminator Loss: 0.9788... Generator Loss: 1.3687
Epoch 17/25... Discriminator Loss: 1.0260... Generator Loss: 2.4348
Epoch 17/25... Discriminator Loss: 1.6610... Generator Loss: 0.6132
Epoch 17/25... Discriminator Loss: 1.0001... Generator Loss: 1.9464
Epoch 17/25... Discriminator Loss: 0.9704... Generator Loss: 1.5610
Epoch 17/25... Discriminator Loss: 1.2552... Generator Loss: 1.5963
Epoch 17/25... Discriminator Loss: 0.9951... Generator Loss: 1.5583
Epoch 17/25... Discriminator Loss: 1.1081... Generator Loss: 0.9903
Epoch 17/25... Discriminator Loss: 0.9171... Generator Loss: 1.2774
Epoch 17/25... Discriminator Loss: 0.9006... Generator Loss: 1.4334
Epoch 17/25... Discriminator Loss: 1.1691... Generator Loss: 1.2132
Epoch 17/25... Discriminator Loss: 1.0786... Generator Loss: 1.3130
Epoch 17/25... Discriminator Loss: 1.1760... Generator Loss: 1.5842
Epoch 17/25... Discriminator Loss: 1.1689... Generator Loss: 1.4130
Epoch 17/25... Discriminator Loss: 1.2384... Generator Loss: 1.8404
Epoch 17/25... Discriminator Loss: 1.0712... Generator Loss: 1.5208
Epoch 17/25... Discriminator Loss: 1.0550... Generator Loss: 1.4389
Epoch 17/25... Discriminator Loss: 1.1602... Generator Loss: 2.1188
Epoch 17/25... Discriminator Loss: 1.0750... Generator Loss: 1.1561
Epoch 17/25... Discriminator Loss: 1.0375... Generator Loss: 1.7267
Epoch 17/25... Discriminator Loss: 0.9507... Generator Loss: 1.8224
Epoch 17/25... Discriminator Loss: 1.0702... Generator Loss: 1.4103
Epoch 17/25... Discriminator Loss: 0.9776... Generator Loss: 1.3110
Epoch 17/25... Discriminator Loss: 0.9933... Generator Loss: 1.4955
Epoch 17/25... Discriminator Loss: 1.1057... Generator Loss: 1.6101
Epoch 17/25... Discriminator Loss: 1.1959... Generator Loss: 1.2021
Epoch 17/25... Discriminator Loss: 0.9164... Generator Loss: 1.4015
Epoch 18/25... Discriminator Loss: 1.0602... Generator Loss: 0.9823
Epoch 18/25... Discriminator Loss: 1.6793... Generator Loss: 3.1030
Epoch 18/25... Discriminator Loss: 0.8172... Generator Loss: 1.9400
Epoch 18/25... Discriminator Loss: 1.1844... Generator Loss: 2.1609
Epoch 18/25... Discriminator Loss: 0.7929... Generator Loss: 1.8323
Epoch 18/25... Discriminator Loss: 1.1478... Generator Loss: 1.4344
Epoch 18/25... Discriminator Loss: 0.7513... Generator Loss: 1.6406
Epoch 18/25... Discriminator Loss: 1.1831... Generator Loss: 1.0487
Epoch 18/25... Discriminator Loss: 1.4441... Generator Loss: 0.8408
Epoch 18/25... Discriminator Loss: 1.0885... Generator Loss: 1.8702
Epoch 18/25... Discriminator Loss: 1.2634... Generator Loss: 1.7321
Epoch 18/25... Discriminator Loss: 1.1047... Generator Loss: 1.3579
Epoch 18/25... Discriminator Loss: 1.0955... Generator Loss: 1.7967
Epoch 18/25... Discriminator Loss: 1.0765... Generator Loss: 1.4908
Epoch 18/25... Discriminator Loss: 0.6194... Generator Loss: 2.1072
Epoch 18/25... Discriminator Loss: 1.0629... Generator Loss: 1.3044
Epoch 18/25... Discriminator Loss: 1.0649... Generator Loss: 1.1833
Epoch 18/25... Discriminator Loss: 1.0178... Generator Loss: 1.6457
Epoch 18/25... Discriminator Loss: 0.6137... Generator Loss: 1.8104
Epoch 18/25... Discriminator Loss: 0.9831... Generator Loss: 1.4255
Epoch 18/25... Discriminator Loss: 1.0057... Generator Loss: 1.2378
Epoch 18/25... Discriminator Loss: 0.9467... Generator Loss: 1.3095
Epoch 18/25... Discriminator Loss: 0.8435... Generator Loss: 1.5169
Epoch 18/25... Discriminator Loss: 1.0466... Generator Loss: 1.2123
Epoch 18/25... Discriminator Loss: 1.0676... Generator Loss: 1.2506
Epoch 18/25... Discriminator Loss: 1.0135... Generator Loss: 1.1474
Epoch 18/25... Discriminator Loss: 1.2351... Generator Loss: 1.3073
Epoch 18/25... Discriminator Loss: 1.0821... Generator Loss: 1.2692
Epoch 18/25... Discriminator Loss: 0.9001... Generator Loss: 1.6701
Epoch 18/25... Discriminator Loss: 1.0169... Generator Loss: 1.4960
Epoch 18/25... Discriminator Loss: 1.0447... Generator Loss: 1.4398
Epoch 18/25... Discriminator Loss: 1.0802... Generator Loss: 1.1554
Epoch 18/25... Discriminator Loss: 1.0565... Generator Loss: 1.5348
Epoch 18/25... Discriminator Loss: 1.0178... Generator Loss: 1.6447
Epoch 18/25... Discriminator Loss: 1.1707... Generator Loss: 0.7331
Epoch 18/25... Discriminator Loss: 1.0159... Generator Loss: 1.4796
Epoch 18/25... Discriminator Loss: 1.0595... Generator Loss: 1.7903
Epoch 18/25... Discriminator Loss: 0.9327... Generator Loss: 1.3766
Epoch 18/25... Discriminator Loss: 1.0148... Generator Loss: 1.3169
Epoch 18/25... Discriminator Loss: 0.9423... Generator Loss: 1.5321
Epoch 18/25... Discriminator Loss: 0.9284... Generator Loss: 1.2727
Epoch 18/25... Discriminator Loss: 0.9851... Generator Loss: 1.3571
Epoch 18/25... Discriminator Loss: 1.2660... Generator Loss: 2.2621
Epoch 18/25... Discriminator Loss: 1.0452... Generator Loss: 1.6311
Epoch 18/25... Discriminator Loss: 0.9450... Generator Loss: 1.4351
Epoch 18/25... Discriminator Loss: 1.1722... Generator Loss: 0.9930
Epoch 18/25... Discriminator Loss: 1.1709... Generator Loss: 1.4338
Epoch 18/25... Discriminator Loss: 1.0906... Generator Loss: 1.7952
Epoch 18/25... Discriminator Loss: 0.9908... Generator Loss: 1.6639
Epoch 18/25... Discriminator Loss: 1.1936... Generator Loss: 1.4162
Epoch 18/25... Discriminator Loss: 1.2397... Generator Loss: 1.4653
Epoch 18/25... Discriminator Loss: 1.0328... Generator Loss: 1.2506
Epoch 18/25... Discriminator Loss: 1.2486... Generator Loss: 0.9047
Epoch 18/25... Discriminator Loss: 1.1573... Generator Loss: 1.3600
Epoch 18/25... Discriminator Loss: 1.1351... Generator Loss: 2.5572
Epoch 18/25... Discriminator Loss: 1.0791... Generator Loss: 2.1148
Epoch 18/25... Discriminator Loss: 1.1903... Generator Loss: 1.6056
Epoch 18/25... Discriminator Loss: 1.0546... Generator Loss: 1.6132
Epoch 18/25... Discriminator Loss: 1.1463... Generator Loss: 1.3849
Epoch 18/25... Discriminator Loss: 0.9315... Generator Loss: 1.4695
Epoch 18/25... Discriminator Loss: 1.0350... Generator Loss: 2.0696
Epoch 18/25... Discriminator Loss: 1.1696... Generator Loss: 1.6258
Epoch 18/25... Discriminator Loss: 0.9588... Generator Loss: 1.5353
Epoch 18/25... Discriminator Loss: 1.0257... Generator Loss: 1.4585
Epoch 18/25... Discriminator Loss: 1.3597... Generator Loss: 3.4508
Epoch 18/25... Discriminator Loss: 1.0238... Generator Loss: 1.4856
Epoch 18/25... Discriminator Loss: 1.0794... Generator Loss: 1.3096
Epoch 18/25... Discriminator Loss: 1.2056... Generator Loss: 1.5566
Epoch 18/25... Discriminator Loss: 1.0923... Generator Loss: 1.2943
Epoch 18/25... Discriminator Loss: 0.9590... Generator Loss: 1.7288
Epoch 18/25... Discriminator Loss: 1.1007... Generator Loss: 1.6594
Epoch 18/25... Discriminator Loss: 1.1606... Generator Loss: 1.4454
Epoch 18/25... Discriminator Loss: 0.8755... Generator Loss: 1.5666
Epoch 18/25... Discriminator Loss: 1.0783... Generator Loss: 1.2859
Epoch 18/25... Discriminator Loss: 1.0945... Generator Loss: 0.9885
Epoch 18/25... Discriminator Loss: 1.3019... Generator Loss: 1.9127
Epoch 18/25... Discriminator Loss: 1.2356... Generator Loss: 1.1113
Epoch 18/25... Discriminator Loss: 0.8195... Generator Loss: 1.3480
Epoch 18/25... Discriminator Loss: 1.0758... Generator Loss: 2.1574
Epoch 18/25... Discriminator Loss: 0.8240... Generator Loss: 1.5457
Epoch 18/25... Discriminator Loss: 1.1805... Generator Loss: 1.9820
Epoch 18/25... Discriminator Loss: 1.0366... Generator Loss: 1.9758
Epoch 18/25... Discriminator Loss: 1.0120... Generator Loss: 1.5290
Epoch 18/25... Discriminator Loss: 0.9874... Generator Loss: 1.3034
Epoch 18/25... Discriminator Loss: 1.1498... Generator Loss: 1.2966
Epoch 18/25... Discriminator Loss: 1.0108... Generator Loss: 1.2615
Epoch 18/25... Discriminator Loss: 1.0615... Generator Loss: 1.6125
Epoch 18/25... Discriminator Loss: 0.9172... Generator Loss: 1.7382
Epoch 18/25... Discriminator Loss: 1.0490... Generator Loss: 1.5555
Epoch 18/25... Discriminator Loss: 1.0659... Generator Loss: 1.6062
Epoch 18/25... Discriminator Loss: 0.8067... Generator Loss: 1.6544
Epoch 18/25... Discriminator Loss: 1.2446... Generator Loss: 0.9203
Epoch 18/25... Discriminator Loss: 1.2836... Generator Loss: 1.1786
Epoch 18/25... Discriminator Loss: 1.2534... Generator Loss: 1.3521
Epoch 18/25... Discriminator Loss: 1.1310... Generator Loss: 1.0969
Epoch 18/25... Discriminator Loss: 1.2215... Generator Loss: 1.8400
Epoch 18/25... Discriminator Loss: 1.1353... Generator Loss: 1.8012
Epoch 18/25... Discriminator Loss: 0.8512... Generator Loss: 1.5727
Epoch 18/25... Discriminator Loss: 1.1100... Generator Loss: 1.1364
Epoch 18/25... Discriminator Loss: 1.0144... Generator Loss: 1.3134
Epoch 18/25... Discriminator Loss: 1.1143... Generator Loss: 2.5852
Epoch 18/25... Discriminator Loss: 1.0389... Generator Loss: 1.4025
Epoch 18/25... Discriminator Loss: 1.3898... Generator Loss: 0.6684
Epoch 18/25... Discriminator Loss: 1.1279... Generator Loss: 1.3900
Epoch 18/25... Discriminator Loss: 1.0220... Generator Loss: 1.5991
Epoch 18/25... Discriminator Loss: 1.1464... Generator Loss: 2.3478
Epoch 18/25... Discriminator Loss: 0.8966... Generator Loss: 1.9524
Epoch 18/25... Discriminator Loss: 1.0303... Generator Loss: 1.2208
Epoch 18/25... Discriminator Loss: 0.9546... Generator Loss: 2.0739
Epoch 18/25... Discriminator Loss: 0.9370... Generator Loss: 1.8573
Epoch 18/25... Discriminator Loss: 1.0694... Generator Loss: 0.9912
Epoch 18/25... Discriminator Loss: 1.2329... Generator Loss: 1.9130
Epoch 18/25... Discriminator Loss: 0.8939... Generator Loss: 1.6203
Epoch 18/25... Discriminator Loss: 1.1353... Generator Loss: 1.5599
Epoch 18/25... Discriminator Loss: 0.9669... Generator Loss: 1.6402
Epoch 18/25... Discriminator Loss: 0.8357... Generator Loss: 2.1425
Epoch 18/25... Discriminator Loss: 0.8975... Generator Loss: 2.3249
Epoch 18/25... Discriminator Loss: 1.2434... Generator Loss: 0.6979
Epoch 18/25... Discriminator Loss: 1.2524... Generator Loss: 2.1814
Epoch 18/25... Discriminator Loss: 0.9734... Generator Loss: 1.6488
Epoch 18/25... Discriminator Loss: 1.0818... Generator Loss: 1.2149
Epoch 18/25... Discriminator Loss: 1.0485... Generator Loss: 1.3470
Epoch 18/25... Discriminator Loss: 1.2964... Generator Loss: 0.8414
Epoch 18/25... Discriminator Loss: 0.9092... Generator Loss: 1.4065
Epoch 18/25... Discriminator Loss: 0.9448... Generator Loss: 1.4250
Epoch 18/25... Discriminator Loss: 0.9846... Generator Loss: 1.3072
Epoch 18/25... Discriminator Loss: 0.9788... Generator Loss: 1.2554
Epoch 18/25... Discriminator Loss: 0.8816... Generator Loss: 1.4813
Epoch 18/25... Discriminator Loss: 0.8400... Generator Loss: 1.7812
Epoch 18/25... Discriminator Loss: 1.0352... Generator Loss: 1.3617
Epoch 18/25... Discriminator Loss: 1.3240... Generator Loss: 1.3651
Epoch 18/25... Discriminator Loss: 1.0396... Generator Loss: 1.4091
Epoch 18/25... Discriminator Loss: 0.8981... Generator Loss: 1.5456
Epoch 18/25... Discriminator Loss: 1.1488... Generator Loss: 1.4532
Epoch 18/25... Discriminator Loss: 1.4856... Generator Loss: 0.8280
Epoch 18/25... Discriminator Loss: 1.0502... Generator Loss: 1.9421
Epoch 18/25... Discriminator Loss: 0.9699... Generator Loss: 1.4320
Epoch 18/25... Discriminator Loss: 0.9568... Generator Loss: 2.1153
Epoch 18/25... Discriminator Loss: 1.2209... Generator Loss: 1.1451
Epoch 18/25... Discriminator Loss: 0.9327... Generator Loss: 1.4448
Epoch 18/25... Discriminator Loss: 0.9315... Generator Loss: 1.3751
Epoch 18/25... Discriminator Loss: 0.9722... Generator Loss: 2.1377
Epoch 18/25... Discriminator Loss: 1.2512... Generator Loss: 2.0222
Epoch 18/25... Discriminator Loss: 1.2534... Generator Loss: 1.5225
Epoch 18/25... Discriminator Loss: 1.1476... Generator Loss: 1.7799
Epoch 18/25... Discriminator Loss: 1.2175... Generator Loss: 2.0782
Epoch 18/25... Discriminator Loss: 1.0365... Generator Loss: 1.2154
Epoch 18/25... Discriminator Loss: 1.2327... Generator Loss: 2.1650
Epoch 18/25... Discriminator Loss: 0.9866... Generator Loss: 1.6848
Epoch 18/25... Discriminator Loss: 0.9350... Generator Loss: 1.6014
Epoch 18/25... Discriminator Loss: 1.4769... Generator Loss: 0.8881
Epoch 18/25... Discriminator Loss: 1.1970... Generator Loss: 2.1184
Epoch 18/25... Discriminator Loss: 0.9053... Generator Loss: 1.6345
Epoch 18/25... Discriminator Loss: 1.2070... Generator Loss: 2.3514
Epoch 18/25... Discriminator Loss: 1.0252... Generator Loss: 1.4702
Epoch 18/25... Discriminator Loss: 1.1754... Generator Loss: 1.8919
Epoch 18/25... Discriminator Loss: 0.9590... Generator Loss: 1.5722
Epoch 18/25... Discriminator Loss: 0.8916... Generator Loss: 1.4168
Epoch 18/25... Discriminator Loss: 1.2012... Generator Loss: 1.0642
Epoch 19/25... Discriminator Loss: 0.9796... Generator Loss: 1.6392
Epoch 19/25... Discriminator Loss: 0.9396... Generator Loss: 1.5998
Epoch 19/25... Discriminator Loss: 0.8916... Generator Loss: 1.8085
Epoch 19/25... Discriminator Loss: 1.0939... Generator Loss: 3.0593
Epoch 19/25... Discriminator Loss: 0.8458... Generator Loss: 1.5253
Epoch 19/25... Discriminator Loss: 1.5089... Generator Loss: 1.9500
Epoch 19/25... Discriminator Loss: 1.0314... Generator Loss: 1.6192
Epoch 19/25... Discriminator Loss: 1.0397... Generator Loss: 1.2158
Epoch 19/25... Discriminator Loss: 1.0337... Generator Loss: 1.2541
Epoch 19/25... Discriminator Loss: 1.0091... Generator Loss: 1.7587
Epoch 19/25... Discriminator Loss: 1.0003... Generator Loss: 1.5896
Epoch 19/25... Discriminator Loss: 1.1500... Generator Loss: 1.0547
Epoch 19/25... Discriminator Loss: 1.0351... Generator Loss: 1.3044
Epoch 19/25... Discriminator Loss: 1.1276... Generator Loss: 1.8526
Epoch 19/25... Discriminator Loss: 0.9474... Generator Loss: 1.4731
Epoch 19/25... Discriminator Loss: 1.1673... Generator Loss: 1.5685
Epoch 19/25... Discriminator Loss: 1.0679... Generator Loss: 1.7096
Epoch 19/25... Discriminator Loss: 0.9978... Generator Loss: 1.9569
Epoch 19/25... Discriminator Loss: 0.9572... Generator Loss: 1.6388
Epoch 19/25... Discriminator Loss: 1.0586... Generator Loss: 1.5123
Epoch 19/25... Discriminator Loss: 1.0445... Generator Loss: 1.6822
Epoch 19/25... Discriminator Loss: 1.2626... Generator Loss: 2.6039
Epoch 19/25... Discriminator Loss: 0.9712... Generator Loss: 1.2844
Epoch 19/25... Discriminator Loss: 1.2021... Generator Loss: 2.4343
Epoch 19/25... Discriminator Loss: 0.7377... Generator Loss: 1.9919
Epoch 19/25... Discriminator Loss: 1.1824... Generator Loss: 1.8617
Epoch 19/25... Discriminator Loss: 1.0401... Generator Loss: 0.9764
Epoch 19/25... Discriminator Loss: 1.0263... Generator Loss: 1.3355
Epoch 19/25... Discriminator Loss: 1.0887... Generator Loss: 2.1598
Epoch 19/25... Discriminator Loss: 1.0819... Generator Loss: 1.3267
Epoch 19/25... Discriminator Loss: 1.2031... Generator Loss: 1.7593
Epoch 19/25... Discriminator Loss: 1.0057... Generator Loss: 1.2471
Epoch 19/25... Discriminator Loss: 1.4539... Generator Loss: 2.0647
Epoch 19/25... Discriminator Loss: 0.9402... Generator Loss: 2.3213
Epoch 19/25... Discriminator Loss: 1.1480... Generator Loss: 1.1327
Epoch 19/25... Discriminator Loss: 0.9479... Generator Loss: 1.9658
Epoch 19/25... Discriminator Loss: 0.9051... Generator Loss: 1.5395
Epoch 19/25... Discriminator Loss: 1.2218... Generator Loss: 2.0928
Epoch 19/25... Discriminator Loss: 1.2359... Generator Loss: 1.0197
Epoch 19/25... Discriminator Loss: 1.1586... Generator Loss: 1.1227
Epoch 19/25... Discriminator Loss: 1.3344... Generator Loss: 0.5374
Epoch 19/25... Discriminator Loss: 1.1195... Generator Loss: 1.3861
Epoch 19/25... Discriminator Loss: 1.0936... Generator Loss: 1.9754
Epoch 19/25... Discriminator Loss: 1.3134... Generator Loss: 2.4659
Epoch 19/25... Discriminator Loss: 1.0555... Generator Loss: 1.6669
Epoch 19/25... Discriminator Loss: 1.3735... Generator Loss: 0.9753
Epoch 19/25... Discriminator Loss: 1.0509... Generator Loss: 1.2844
Epoch 19/25... Discriminator Loss: 1.2014... Generator Loss: 2.0990
Epoch 19/25... Discriminator Loss: 1.0507... Generator Loss: 1.2898
Epoch 19/25... Discriminator Loss: 1.1769... Generator Loss: 1.1647
Epoch 19/25... Discriminator Loss: 1.3164... Generator Loss: 1.9051
Epoch 19/25... Discriminator Loss: 1.0777... Generator Loss: 1.5041
Epoch 19/25... Discriminator Loss: 1.1086... Generator Loss: 1.9401
Epoch 19/25... Discriminator Loss: 1.0118... Generator Loss: 2.0778
Epoch 19/25... Discriminator Loss: 0.9328... Generator Loss: 1.7707
Epoch 19/25... Discriminator Loss: 1.1303... Generator Loss: 1.9958
Epoch 19/25... Discriminator Loss: 1.0319... Generator Loss: 1.7708
Epoch 19/25... Discriminator Loss: 1.0501... Generator Loss: 2.0139
Epoch 19/25... Discriminator Loss: 0.9664... Generator Loss: 1.9615
Epoch 19/25... Discriminator Loss: 1.0542... Generator Loss: 1.4551
Epoch 19/25... Discriminator Loss: 1.1471... Generator Loss: 1.7164
Epoch 19/25... Discriminator Loss: 0.8149... Generator Loss: 2.6158
Epoch 19/25... Discriminator Loss: 1.0467... Generator Loss: 1.7166
Epoch 19/25... Discriminator Loss: 1.1132... Generator Loss: 1.2241
Epoch 19/25... Discriminator Loss: 1.2308... Generator Loss: 0.8580
Epoch 19/25... Discriminator Loss: 1.0056... Generator Loss: 1.5673
Epoch 19/25... Discriminator Loss: 1.3801... Generator Loss: 0.9099
Epoch 19/25... Discriminator Loss: 1.1105... Generator Loss: 2.1788
Epoch 19/25... Discriminator Loss: 1.0221... Generator Loss: 1.9239
Epoch 19/25... Discriminator Loss: 0.9799... Generator Loss: 1.6201
Epoch 19/25... Discriminator Loss: 1.2047... Generator Loss: 1.4892
Epoch 19/25... Discriminator Loss: 1.0153... Generator Loss: 1.2397
Epoch 19/25... Discriminator Loss: 0.8554... Generator Loss: 1.5741
Epoch 19/25... Discriminator Loss: 1.2428... Generator Loss: 2.3613
Epoch 19/25... Discriminator Loss: 1.1276... Generator Loss: 1.5035
Epoch 19/25... Discriminator Loss: 1.0927... Generator Loss: 1.7586
Epoch 19/25... Discriminator Loss: 1.2203... Generator Loss: 1.0331
Epoch 19/25... Discriminator Loss: 1.1408... Generator Loss: 0.9953
Epoch 19/25... Discriminator Loss: 1.0187... Generator Loss: 1.2287
Epoch 19/25... Discriminator Loss: 1.0497... Generator Loss: 1.3954
Epoch 19/25... Discriminator Loss: 1.6256... Generator Loss: 3.1748
Epoch 19/25... Discriminator Loss: 0.9625... Generator Loss: 1.3407
Epoch 19/25... Discriminator Loss: 1.0407... Generator Loss: 2.1187
Epoch 19/25... Discriminator Loss: 1.0867... Generator Loss: 1.8097
Epoch 19/25... Discriminator Loss: 1.2448... Generator Loss: 1.0396
Epoch 19/25... Discriminator Loss: 1.2041... Generator Loss: 1.1230
Epoch 19/25... Discriminator Loss: 1.3758... Generator Loss: 2.5434
Epoch 19/25... Discriminator Loss: 1.1348... Generator Loss: 2.0082
Epoch 19/25... Discriminator Loss: 1.0123... Generator Loss: 1.3526
Epoch 19/25... Discriminator Loss: 1.1512... Generator Loss: 1.5741
Epoch 19/25... Discriminator Loss: 1.0778... Generator Loss: 2.2460
Epoch 19/25... Discriminator Loss: 1.2127... Generator Loss: 1.1740
Epoch 19/25... Discriminator Loss: 1.1140... Generator Loss: 1.0562
Epoch 19/25... Discriminator Loss: 1.0725... Generator Loss: 1.4024
Epoch 19/25... Discriminator Loss: 0.9666... Generator Loss: 1.1843
Epoch 19/25... Discriminator Loss: 0.9862... Generator Loss: 1.3932
Epoch 19/25... Discriminator Loss: 0.7934... Generator Loss: 1.7273
Epoch 19/25... Discriminator Loss: 1.0524... Generator Loss: 1.4200
Epoch 19/25... Discriminator Loss: 0.8959... Generator Loss: 1.7004
Epoch 19/25... Discriminator Loss: 0.9437... Generator Loss: 1.3329
Epoch 19/25... Discriminator Loss: 1.7357... Generator Loss: 0.6100
Epoch 19/25... Discriminator Loss: 1.2013... Generator Loss: 1.1413
Epoch 19/25... Discriminator Loss: 1.4531... Generator Loss: 0.6732
Epoch 19/25... Discriminator Loss: 1.0221... Generator Loss: 1.6121
Epoch 19/25... Discriminator Loss: 0.8314... Generator Loss: 2.2337
Epoch 19/25... Discriminator Loss: 1.0959... Generator Loss: 2.2038
Epoch 19/25... Discriminator Loss: 1.1538... Generator Loss: 2.9584
Epoch 19/25... Discriminator Loss: 1.1419... Generator Loss: 1.0870
Epoch 19/25... Discriminator Loss: 0.9644... Generator Loss: 1.5789
Epoch 19/25... Discriminator Loss: 0.8230... Generator Loss: 1.4631
Epoch 19/25... Discriminator Loss: 1.3570... Generator Loss: 3.1120
Epoch 19/25... Discriminator Loss: 1.1221... Generator Loss: 1.6688
Epoch 19/25... Discriminator Loss: 1.0080... Generator Loss: 1.7150
Epoch 19/25... Discriminator Loss: 0.9592... Generator Loss: 1.8185
Epoch 19/25... Discriminator Loss: 1.1673... Generator Loss: 1.7656
Epoch 19/25... Discriminator Loss: 0.9953... Generator Loss: 2.2724
Epoch 19/25... Discriminator Loss: 1.0645... Generator Loss: 1.5478
Epoch 19/25... Discriminator Loss: 1.3955... Generator Loss: 0.9968
Epoch 19/25... Discriminator Loss: 1.0056... Generator Loss: 1.1758
Epoch 19/25... Discriminator Loss: 0.9862... Generator Loss: 1.6337
Epoch 19/25... Discriminator Loss: 0.8771... Generator Loss: 1.8255
Epoch 19/25... Discriminator Loss: 1.0079... Generator Loss: 1.5751
Epoch 19/25... Discriminator Loss: 0.9148... Generator Loss: 1.6386
Epoch 19/25... Discriminator Loss: 1.0846... Generator Loss: 2.3407
Epoch 19/25... Discriminator Loss: 1.0806... Generator Loss: 1.3907
Epoch 19/25... Discriminator Loss: 1.1384... Generator Loss: 1.6411
Epoch 19/25... Discriminator Loss: 0.9530... Generator Loss: 1.5023
Epoch 19/25... Discriminator Loss: 0.8810... Generator Loss: 1.5985
Epoch 19/25... Discriminator Loss: 1.1432... Generator Loss: 1.0923
Epoch 19/25... Discriminator Loss: 1.2103... Generator Loss: 1.6381
Epoch 19/25... Discriminator Loss: 1.2109... Generator Loss: 1.8126
Epoch 19/25... Discriminator Loss: 1.1194... Generator Loss: 1.3883
Epoch 19/25... Discriminator Loss: 1.1828... Generator Loss: 1.4070
Epoch 19/25... Discriminator Loss: 1.0701... Generator Loss: 0.8828
Epoch 19/25... Discriminator Loss: 0.9283... Generator Loss: 1.3154
Epoch 19/25... Discriminator Loss: 1.0468... Generator Loss: 2.0132
Epoch 19/25... Discriminator Loss: 0.9837... Generator Loss: 1.9297
Epoch 19/25... Discriminator Loss: 0.9218... Generator Loss: 1.4184
Epoch 19/25... Discriminator Loss: 1.0907... Generator Loss: 1.3154
Epoch 19/25... Discriminator Loss: 0.9926... Generator Loss: 1.1915
Epoch 19/25... Discriminator Loss: 1.0481... Generator Loss: 1.2960
Epoch 19/25... Discriminator Loss: 1.0338... Generator Loss: 1.6770
Epoch 19/25... Discriminator Loss: 0.9630... Generator Loss: 1.6748
Epoch 19/25... Discriminator Loss: 1.0412... Generator Loss: 1.5319
Epoch 19/25... Discriminator Loss: 1.1355... Generator Loss: 1.3593
Epoch 19/25... Discriminator Loss: 0.9783... Generator Loss: 3.7285
Epoch 19/25... Discriminator Loss: 0.9422... Generator Loss: 1.5878
Epoch 19/25... Discriminator Loss: 1.0160... Generator Loss: 2.0590
Epoch 19/25... Discriminator Loss: 1.3367... Generator Loss: 1.0718
Epoch 19/25... Discriminator Loss: 1.0292... Generator Loss: 1.1417
Epoch 19/25... Discriminator Loss: 1.0095... Generator Loss: 1.9200
Epoch 19/25... Discriminator Loss: 1.1290... Generator Loss: 1.7617
Epoch 19/25... Discriminator Loss: 1.1126... Generator Loss: 1.9912
Epoch 19/25... Discriminator Loss: 1.2196... Generator Loss: 1.1617
Epoch 19/25... Discriminator Loss: 1.1056... Generator Loss: 2.0967
Epoch 19/25... Discriminator Loss: 1.4697... Generator Loss: 1.1057
Epoch 19/25... Discriminator Loss: 0.9406... Generator Loss: 1.7471
Epoch 19/25... Discriminator Loss: 1.0445... Generator Loss: 1.6218
Epoch 19/25... Discriminator Loss: 1.1017... Generator Loss: 1.0281
Epoch 20/25... Discriminator Loss: 1.0195... Generator Loss: 1.3257
Epoch 20/25... Discriminator Loss: 1.3698... Generator Loss: 2.9551
Epoch 20/25... Discriminator Loss: 0.8788... Generator Loss: 2.1056
Epoch 20/25... Discriminator Loss: 1.2556... Generator Loss: 3.0252
Epoch 20/25... Discriminator Loss: 1.1183... Generator Loss: 1.6898
Epoch 20/25... Discriminator Loss: 1.1117... Generator Loss: 1.8439
Epoch 20/25... Discriminator Loss: 1.0359... Generator Loss: 1.9873
Epoch 20/25... Discriminator Loss: 1.0186... Generator Loss: 1.5162
Epoch 20/25... Discriminator Loss: 0.9162... Generator Loss: 1.2782
Epoch 20/25... Discriminator Loss: 1.1606... Generator Loss: 1.2071
Epoch 20/25... Discriminator Loss: 0.9727... Generator Loss: 2.1311
Epoch 20/25... Discriminator Loss: 1.2889... Generator Loss: 0.9406
Epoch 20/25... Discriminator Loss: 1.0683... Generator Loss: 1.6407
Epoch 20/25... Discriminator Loss: 1.0652... Generator Loss: 1.4099
Epoch 20/25... Discriminator Loss: 0.9438... Generator Loss: 1.7461
Epoch 20/25... Discriminator Loss: 1.0804... Generator Loss: 1.7703
Epoch 20/25... Discriminator Loss: 1.1818... Generator Loss: 1.1756
Epoch 20/25... Discriminator Loss: 0.9371... Generator Loss: 1.8809
Epoch 20/25... Discriminator Loss: 0.9430... Generator Loss: 1.5642
Epoch 20/25... Discriminator Loss: 0.8537... Generator Loss: 2.1760
Epoch 20/25... Discriminator Loss: 0.7743... Generator Loss: 2.0043
Epoch 20/25... Discriminator Loss: 0.9872... Generator Loss: 1.4279
Epoch 20/25... Discriminator Loss: 1.3681... Generator Loss: 2.6583
Epoch 20/25... Discriminator Loss: 0.9853... Generator Loss: 1.4890
Epoch 20/25... Discriminator Loss: 1.1716... Generator Loss: 1.0744
Epoch 20/25... Discriminator Loss: 0.8251... Generator Loss: 1.7337
Epoch 20/25... Discriminator Loss: 1.2696... Generator Loss: 0.8329
Epoch 20/25... Discriminator Loss: 1.1004... Generator Loss: 1.6852
Epoch 20/25... Discriminator Loss: 1.1794... Generator Loss: 2.8813
Epoch 20/25... Discriminator Loss: 0.8914... Generator Loss: 1.6343
Epoch 20/25... Discriminator Loss: 1.0530... Generator Loss: 1.1645
Epoch 20/25... Discriminator Loss: 0.8709... Generator Loss: 1.3600
Epoch 20/25... Discriminator Loss: 1.7908... Generator Loss: 0.6119
Epoch 20/25... Discriminator Loss: 0.8754... Generator Loss: 1.9410
Epoch 20/25... Discriminator Loss: 1.0815... Generator Loss: 1.1383
Epoch 20/25... Discriminator Loss: 1.1775... Generator Loss: 1.3523
Epoch 20/25... Discriminator Loss: 1.0115... Generator Loss: 1.3581
Epoch 20/25... Discriminator Loss: 1.0406... Generator Loss: 1.3071
Epoch 20/25... Discriminator Loss: 1.2247... Generator Loss: 0.8250
Epoch 20/25... Discriminator Loss: 0.9751... Generator Loss: 1.2534
Epoch 20/25... Discriminator Loss: 1.1366... Generator Loss: 1.5067
Epoch 20/25... Discriminator Loss: 1.0190... Generator Loss: 2.0299
Epoch 20/25... Discriminator Loss: 0.9777... Generator Loss: 1.5782
Epoch 20/25... Discriminator Loss: 1.0129... Generator Loss: 1.4668
Epoch 20/25... Discriminator Loss: 1.0446... Generator Loss: 1.7932
Epoch 20/25... Discriminator Loss: 1.1416... Generator Loss: 1.2787
Epoch 20/25... Discriminator Loss: 0.8130... Generator Loss: 1.2925
Epoch 20/25... Discriminator Loss: 1.2817... Generator Loss: 1.4840
Epoch 20/25... Discriminator Loss: 1.0631... Generator Loss: 1.5848
Epoch 20/25... Discriminator Loss: 1.0936... Generator Loss: 1.4135
Epoch 20/25... Discriminator Loss: 1.6059... Generator Loss: 2.4349
Epoch 20/25... Discriminator Loss: 0.9267... Generator Loss: 1.8436
Epoch 20/25... Discriminator Loss: 0.9658... Generator Loss: 1.3117
Epoch 20/25... Discriminator Loss: 1.1020... Generator Loss: 1.3538
Epoch 20/25... Discriminator Loss: 0.9671... Generator Loss: 1.8109
Epoch 20/25... Discriminator Loss: 1.1105... Generator Loss: 1.2350
Epoch 20/25... Discriminator Loss: 1.1422... Generator Loss: 1.0914
Epoch 20/25... Discriminator Loss: 1.0290... Generator Loss: 1.1255
Epoch 20/25... Discriminator Loss: 1.3217... Generator Loss: 0.8843
Epoch 20/25... Discriminator Loss: 0.8972... Generator Loss: 1.3329
Epoch 20/25... Discriminator Loss: 0.7037... Generator Loss: 1.7655
Epoch 20/25... Discriminator Loss: 1.1121... Generator Loss: 2.4764
Epoch 20/25... Discriminator Loss: 1.0666... Generator Loss: 0.9808
Epoch 20/25... Discriminator Loss: 0.8716... Generator Loss: 1.2976
Epoch 20/25... Discriminator Loss: 1.2697... Generator Loss: 1.0031
Epoch 20/25... Discriminator Loss: 1.2002... Generator Loss: 2.6430
Epoch 20/25... Discriminator Loss: 0.8773... Generator Loss: 1.2723
Epoch 20/25... Discriminator Loss: 1.2778... Generator Loss: 1.9799
Epoch 20/25... Discriminator Loss: 1.0411... Generator Loss: 2.1275
Epoch 20/25... Discriminator Loss: 1.0235... Generator Loss: 1.5128
Epoch 20/25... Discriminator Loss: 0.9037... Generator Loss: 1.2534
Epoch 20/25... Discriminator Loss: 0.9043... Generator Loss: 2.0189
Epoch 20/25... Discriminator Loss: 1.1617... Generator Loss: 1.1503
Epoch 20/25... Discriminator Loss: 1.0613... Generator Loss: 1.1678
Epoch 20/25... Discriminator Loss: 1.0455... Generator Loss: 1.7341
Epoch 20/25... Discriminator Loss: 1.0527... Generator Loss: 1.9505
Epoch 20/25... Discriminator Loss: 1.2516... Generator Loss: 1.1284
Epoch 20/25... Discriminator Loss: 0.7939... Generator Loss: 1.7059
Epoch 20/25... Discriminator Loss: 0.7228... Generator Loss: 2.1352
Epoch 20/25... Discriminator Loss: 0.9703... Generator Loss: 1.2544
Epoch 20/25... Discriminator Loss: 1.1159... Generator Loss: 1.7312
Epoch 20/25... Discriminator Loss: 0.9396... Generator Loss: 1.6597
Epoch 20/25... Discriminator Loss: 0.9657... Generator Loss: 2.1589
Epoch 20/25... Discriminator Loss: 1.0256... Generator Loss: 1.8143
Epoch 20/25... Discriminator Loss: 1.3999... Generator Loss: 0.6433
Epoch 20/25... Discriminator Loss: 1.0740... Generator Loss: 1.4680
Epoch 20/25... Discriminator Loss: 1.0432... Generator Loss: 1.5972
Epoch 20/25... Discriminator Loss: 0.9346... Generator Loss: 2.1143
Epoch 20/25... Discriminator Loss: 1.4141... Generator Loss: 2.2170
Epoch 20/25... Discriminator Loss: 1.0867... Generator Loss: 1.1833
Epoch 20/25... Discriminator Loss: 1.0897... Generator Loss: 2.4747
Epoch 20/25... Discriminator Loss: 1.3695... Generator Loss: 0.9089
Epoch 20/25... Discriminator Loss: 0.9298... Generator Loss: 1.8361
Epoch 20/25... Discriminator Loss: 1.2720... Generator Loss: 1.1723
Epoch 20/25... Discriminator Loss: 1.1106... Generator Loss: 1.0764
Epoch 20/25... Discriminator Loss: 0.9881... Generator Loss: 1.0703
Epoch 20/25... Discriminator Loss: 0.9582... Generator Loss: 1.2720
Epoch 20/25... Discriminator Loss: 0.9394... Generator Loss: 1.5731
Epoch 20/25... Discriminator Loss: 1.2136... Generator Loss: 1.2836
Epoch 20/25... Discriminator Loss: 1.0089... Generator Loss: 2.7567
Epoch 20/25... Discriminator Loss: 1.4352... Generator Loss: 0.8755
Epoch 20/25... Discriminator Loss: 1.1458... Generator Loss: 1.2253
Epoch 20/25... Discriminator Loss: 1.0615... Generator Loss: 1.5316
Epoch 20/25... Discriminator Loss: 0.9369... Generator Loss: 1.8228
Epoch 20/25... Discriminator Loss: 0.9183... Generator Loss: 1.3037
Epoch 20/25... Discriminator Loss: 0.9482... Generator Loss: 2.3090
Epoch 20/25... Discriminator Loss: 1.1097... Generator Loss: 2.2655
Epoch 20/25... Discriminator Loss: 0.9958... Generator Loss: 1.3403
Epoch 20/25... Discriminator Loss: 0.9244... Generator Loss: 1.5163
Epoch 20/25... Discriminator Loss: 0.9252... Generator Loss: 1.4221
Epoch 20/25... Discriminator Loss: 0.8887... Generator Loss: 2.4190
Epoch 20/25... Discriminator Loss: 1.2909... Generator Loss: 1.9443
Epoch 20/25... Discriminator Loss: 0.8680... Generator Loss: 1.5082
Epoch 20/25... Discriminator Loss: 1.0890... Generator Loss: 1.1747
Epoch 20/25... Discriminator Loss: 1.0138... Generator Loss: 1.6808
Epoch 20/25... Discriminator Loss: 0.9002... Generator Loss: 2.0483
Epoch 20/25... Discriminator Loss: 1.1891... Generator Loss: 1.2333
Epoch 20/25... Discriminator Loss: 0.9428... Generator Loss: 2.0557
Epoch 20/25... Discriminator Loss: 1.4368... Generator Loss: 1.2789
Epoch 20/25... Discriminator Loss: 0.9579... Generator Loss: 1.5235
Epoch 20/25... Discriminator Loss: 0.9948... Generator Loss: 1.3060
Epoch 20/25... Discriminator Loss: 1.2198... Generator Loss: 2.3519
Epoch 20/25... Discriminator Loss: 0.8840... Generator Loss: 1.1957
Epoch 20/25... Discriminator Loss: 0.9242... Generator Loss: 1.7835
Epoch 20/25... Discriminator Loss: 0.9989... Generator Loss: 1.6563
Epoch 20/25... Discriminator Loss: 0.9801... Generator Loss: 1.9192
Epoch 20/25... Discriminator Loss: 0.8694... Generator Loss: 1.2097
Epoch 20/25... Discriminator Loss: 0.6827... Generator Loss: 1.8342
Epoch 20/25... Discriminator Loss: 0.9748... Generator Loss: 1.3161
Epoch 20/25... Discriminator Loss: 1.2425... Generator Loss: 1.5540
Epoch 20/25... Discriminator Loss: 1.0721... Generator Loss: 1.3127
Epoch 20/25... Discriminator Loss: 1.1510... Generator Loss: 1.6906
Epoch 20/25... Discriminator Loss: 1.0853... Generator Loss: 1.3829
Epoch 20/25... Discriminator Loss: 1.0997... Generator Loss: 1.4963
Epoch 20/25... Discriminator Loss: 1.7323... Generator Loss: 0.9841
Epoch 20/25... Discriminator Loss: 0.9927... Generator Loss: 1.6153
Epoch 20/25... Discriminator Loss: 0.9469... Generator Loss: 1.5317
Epoch 20/25... Discriminator Loss: 0.9618... Generator Loss: 1.9813
Epoch 20/25... Discriminator Loss: 1.1766... Generator Loss: 1.1313
Epoch 20/25... Discriminator Loss: 0.9518... Generator Loss: 2.0048
Epoch 20/25... Discriminator Loss: 1.0242... Generator Loss: 1.6261
Epoch 20/25... Discriminator Loss: 1.2796... Generator Loss: 1.1777
Epoch 20/25... Discriminator Loss: 0.9527... Generator Loss: 1.5666
Epoch 20/25... Discriminator Loss: 1.1373... Generator Loss: 1.0653
Epoch 20/25... Discriminator Loss: 1.3642... Generator Loss: 1.9010
Epoch 20/25... Discriminator Loss: 1.2263... Generator Loss: 1.2035
Epoch 20/25... Discriminator Loss: 0.9001... Generator Loss: 2.1296
Epoch 20/25... Discriminator Loss: 0.8670... Generator Loss: 1.6176
Epoch 20/25... Discriminator Loss: 1.0120... Generator Loss: 2.0224
Epoch 20/25... Discriminator Loss: 1.3818... Generator Loss: 1.9422
Epoch 20/25... Discriminator Loss: 1.1257... Generator Loss: 1.2173
Epoch 20/25... Discriminator Loss: 0.8899... Generator Loss: 1.9559
Epoch 20/25... Discriminator Loss: 1.2006... Generator Loss: 2.4254
Epoch 20/25... Discriminator Loss: 1.1244... Generator Loss: 1.4983
Epoch 20/25... Discriminator Loss: 1.0128... Generator Loss: 1.9749
Epoch 20/25... Discriminator Loss: 0.9502... Generator Loss: 1.7040
Epoch 20/25... Discriminator Loss: 0.9817... Generator Loss: 1.6309
Epoch 20/25... Discriminator Loss: 1.6627... Generator Loss: 0.7412
Epoch 20/25... Discriminator Loss: 1.0734... Generator Loss: 1.3209
Epoch 21/25... Discriminator Loss: 0.8814... Generator Loss: 2.2465
Epoch 21/25... Discriminator Loss: 1.1396... Generator Loss: 1.6592
Epoch 21/25... Discriminator Loss: 0.8437... Generator Loss: 1.9550
Epoch 21/25... Discriminator Loss: 1.0329... Generator Loss: 2.6945
Epoch 21/25... Discriminator Loss: 0.8222... Generator Loss: 2.0591
Epoch 21/25... Discriminator Loss: 1.0558... Generator Loss: 1.5208
Epoch 21/25... Discriminator Loss: 0.9068... Generator Loss: 1.4251
Epoch 21/25... Discriminator Loss: 1.0484... Generator Loss: 1.2501
Epoch 21/25... Discriminator Loss: 0.9572... Generator Loss: 1.7748
Epoch 21/25... Discriminator Loss: 0.9292... Generator Loss: 2.0004
Epoch 21/25... Discriminator Loss: 0.9058... Generator Loss: 1.9120
Epoch 21/25... Discriminator Loss: 1.2254... Generator Loss: 1.5073
Epoch 21/25... Discriminator Loss: 1.1043... Generator Loss: 1.6831
Epoch 21/25... Discriminator Loss: 1.0405... Generator Loss: 1.8669
Epoch 21/25... Discriminator Loss: 0.9654... Generator Loss: 1.8116
Epoch 21/25... Discriminator Loss: 1.8761... Generator Loss: 2.6244
Epoch 21/25... Discriminator Loss: 1.0932... Generator Loss: 1.1946
Epoch 21/25... Discriminator Loss: 1.0425... Generator Loss: 2.6055
Epoch 21/25... Discriminator Loss: 1.0395... Generator Loss: 1.2839
Epoch 21/25... Discriminator Loss: 0.9062... Generator Loss: 1.6105
Epoch 21/25... Discriminator Loss: 0.9678... Generator Loss: 1.5545
Epoch 21/25... Discriminator Loss: 1.2731... Generator Loss: 2.8441
Epoch 21/25... Discriminator Loss: 0.9316... Generator Loss: 1.7980
Epoch 21/25... Discriminator Loss: 1.0019... Generator Loss: 1.8286
Epoch 21/25... Discriminator Loss: 0.8124... Generator Loss: 1.5258
Epoch 21/25... Discriminator Loss: 1.0429... Generator Loss: 2.1619
Epoch 21/25... Discriminator Loss: 0.7396... Generator Loss: 1.9594
Epoch 21/25... Discriminator Loss: 1.1501... Generator Loss: 1.6525
Epoch 21/25... Discriminator Loss: 0.8069... Generator Loss: 2.0833
Epoch 21/25... Discriminator Loss: 1.0327... Generator Loss: 1.9966
Epoch 21/25... Discriminator Loss: 1.1231... Generator Loss: 1.6033
Epoch 21/25... Discriminator Loss: 1.0464... Generator Loss: 0.9878
Epoch 21/25... Discriminator Loss: 1.1928... Generator Loss: 2.5410
Epoch 21/25... Discriminator Loss: 1.0221... Generator Loss: 2.3134
Epoch 21/25... Discriminator Loss: 1.0344... Generator Loss: 1.0551
Epoch 21/25... Discriminator Loss: 0.9493... Generator Loss: 1.3987
Epoch 21/25... Discriminator Loss: 1.0392... Generator Loss: 1.4572
Epoch 21/25... Discriminator Loss: 1.0291... Generator Loss: 1.4428
Epoch 21/25... Discriminator Loss: 0.8883... Generator Loss: 1.2841
Epoch 21/25... Discriminator Loss: 0.9417... Generator Loss: 1.3703
Epoch 21/25... Discriminator Loss: 1.1190... Generator Loss: 1.2599
Epoch 21/25... Discriminator Loss: 0.7314... Generator Loss: 1.3658
Epoch 21/25... Discriminator Loss: 1.2637... Generator Loss: 1.1279
Epoch 21/25... Discriminator Loss: 0.9539... Generator Loss: 1.7363
Epoch 21/25... Discriminator Loss: 1.0169... Generator Loss: 1.2762
Epoch 21/25... Discriminator Loss: 1.5885... Generator Loss: 0.7044
Epoch 21/25... Discriminator Loss: 0.7988... Generator Loss: 1.4803
Epoch 21/25... Discriminator Loss: 1.1281... Generator Loss: 1.3510
Epoch 21/25... Discriminator Loss: 0.9152... Generator Loss: 1.8883
Epoch 21/25... Discriminator Loss: 1.0542... Generator Loss: 1.0985
Epoch 21/25... Discriminator Loss: 1.1675... Generator Loss: 2.2202
Epoch 21/25... Discriminator Loss: 1.3928... Generator Loss: 0.7149
Epoch 21/25... Discriminator Loss: 1.0924... Generator Loss: 1.0990
Epoch 21/25... Discriminator Loss: 0.9987... Generator Loss: 1.1178
Epoch 21/25... Discriminator Loss: 0.9168... Generator Loss: 1.7260
Epoch 21/25... Discriminator Loss: 1.2157... Generator Loss: 1.9200
Epoch 21/25... Discriminator Loss: 1.0541... Generator Loss: 1.2364
Epoch 21/25... Discriminator Loss: 1.1016... Generator Loss: 1.9956
Epoch 21/25... Discriminator Loss: 1.0284... Generator Loss: 1.4962
Epoch 21/25... Discriminator Loss: 0.9628... Generator Loss: 1.3125
Epoch 21/25... Discriminator Loss: 1.4406... Generator Loss: 2.3581
Epoch 21/25... Discriminator Loss: 1.0610... Generator Loss: 1.4961
Epoch 21/25... Discriminator Loss: 1.1588... Generator Loss: 1.6794
Epoch 21/25... Discriminator Loss: 0.8547... Generator Loss: 1.4734
Epoch 21/25... Discriminator Loss: 1.3570... Generator Loss: 0.8470
Epoch 21/25... Discriminator Loss: 0.9561... Generator Loss: 1.6580
Epoch 21/25... Discriminator Loss: 0.6921... Generator Loss: 1.7393
Epoch 21/25... Discriminator Loss: 1.1284... Generator Loss: 1.6293
Epoch 21/25... Discriminator Loss: 1.0667... Generator Loss: 0.8957
Epoch 21/25... Discriminator Loss: 0.8017... Generator Loss: 1.9003
Epoch 21/25... Discriminator Loss: 1.0521... Generator Loss: 2.0729
Epoch 21/25... Discriminator Loss: 1.1096... Generator Loss: 0.9533
Epoch 21/25... Discriminator Loss: 0.9924... Generator Loss: 1.5871
Epoch 21/25... Discriminator Loss: 1.1733... Generator Loss: 1.0833
Epoch 21/25... Discriminator Loss: 1.2640... Generator Loss: 1.3273
Epoch 21/25... Discriminator Loss: 1.0181... Generator Loss: 1.6723
Epoch 21/25... Discriminator Loss: 1.4257... Generator Loss: 1.1040
Epoch 21/25... Discriminator Loss: 0.8938... Generator Loss: 1.7111
Epoch 21/25... Discriminator Loss: 1.0183... Generator Loss: 3.0994
Epoch 21/25... Discriminator Loss: 1.0475... Generator Loss: 0.9372
Epoch 21/25... Discriminator Loss: 1.4241... Generator Loss: 1.5779
Epoch 21/25... Discriminator Loss: 0.9705... Generator Loss: 1.9777
Epoch 21/25... Discriminator Loss: 1.2644... Generator Loss: 3.5426
Epoch 21/25... Discriminator Loss: 1.4503... Generator Loss: 2.7476
Epoch 21/25... Discriminator Loss: 1.0237... Generator Loss: 1.2079
Epoch 21/25... Discriminator Loss: 1.3135... Generator Loss: 2.1060
Epoch 21/25... Discriminator Loss: 0.9711... Generator Loss: 2.1351
Epoch 21/25... Discriminator Loss: 1.0348... Generator Loss: 1.2740
Epoch 21/25... Discriminator Loss: 1.2463... Generator Loss: 0.8236
Epoch 21/25... Discriminator Loss: 1.6286... Generator Loss: 0.7342
Epoch 21/25... Discriminator Loss: 0.9799... Generator Loss: 1.5605
Epoch 21/25... Discriminator Loss: 1.1012... Generator Loss: 1.6528
Epoch 21/25... Discriminator Loss: 0.9868... Generator Loss: 1.9533
Epoch 21/25... Discriminator Loss: 1.2298... Generator Loss: 1.0097
Epoch 21/25... Discriminator Loss: 0.8034... Generator Loss: 1.6293
Epoch 21/25... Discriminator Loss: 1.3525... Generator Loss: 3.3179
Epoch 21/25... Discriminator Loss: 1.1790... Generator Loss: 2.3438
Epoch 21/25... Discriminator Loss: 1.0442... Generator Loss: 1.4782
Epoch 21/25... Discriminator Loss: 1.3269... Generator Loss: 2.2605
Epoch 21/25... Discriminator Loss: 1.0090... Generator Loss: 1.3446
Epoch 21/25... Discriminator Loss: 1.2384... Generator Loss: 1.9731
Epoch 21/25... Discriminator Loss: 1.0471... Generator Loss: 1.1055
Epoch 21/25... Discriminator Loss: 1.0700... Generator Loss: 1.5326
Epoch 21/25... Discriminator Loss: 1.2145... Generator Loss: 1.1211
Epoch 21/25... Discriminator Loss: 1.1652... Generator Loss: 1.9192
Epoch 21/25... Discriminator Loss: 0.9586... Generator Loss: 2.5654
Epoch 21/25... Discriminator Loss: 1.0736... Generator Loss: 2.5615
Epoch 21/25... Discriminator Loss: 1.0159... Generator Loss: 1.3551
Epoch 21/25... Discriminator Loss: 1.1925... Generator Loss: 1.0303
Epoch 21/25... Discriminator Loss: 1.0212... Generator Loss: 2.1975
Epoch 21/25... Discriminator Loss: 0.9312... Generator Loss: 1.6657
Epoch 21/25... Discriminator Loss: 1.2502... Generator Loss: 2.0061
Epoch 21/25... Discriminator Loss: 1.2532... Generator Loss: 1.0621
Epoch 21/25... Discriminator Loss: 1.1173... Generator Loss: 1.4576
Epoch 21/25... Discriminator Loss: 1.0006... Generator Loss: 1.4771
Epoch 21/25... Discriminator Loss: 1.0442... Generator Loss: 2.6168
Epoch 21/25... Discriminator Loss: 0.9607... Generator Loss: 1.6586
Epoch 21/25... Discriminator Loss: 1.1866... Generator Loss: 1.6963
Epoch 21/25... Discriminator Loss: 1.2742... Generator Loss: 2.7455
Epoch 21/25... Discriminator Loss: 1.0378... Generator Loss: 1.8562
Epoch 21/25... Discriminator Loss: 1.0137... Generator Loss: 1.2661
Epoch 21/25... Discriminator Loss: 1.0868... Generator Loss: 1.6353
Epoch 21/25... Discriminator Loss: 0.7433... Generator Loss: 2.5651
Epoch 21/25... Discriminator Loss: 0.9410... Generator Loss: 1.5201
Epoch 21/25... Discriminator Loss: 1.1332... Generator Loss: 2.1211
Epoch 21/25... Discriminator Loss: 0.9428... Generator Loss: 1.3030
Epoch 21/25... Discriminator Loss: 0.9337... Generator Loss: 1.5385
Epoch 21/25... Discriminator Loss: 1.2389... Generator Loss: 1.0269
Epoch 21/25... Discriminator Loss: 1.1738... Generator Loss: 1.0713
Epoch 21/25... Discriminator Loss: 1.1364... Generator Loss: 1.8939
Epoch 21/25... Discriminator Loss: 1.0329... Generator Loss: 1.0639
Epoch 21/25... Discriminator Loss: 1.0881... Generator Loss: 1.6742
Epoch 21/25... Discriminator Loss: 0.9522... Generator Loss: 1.4960
Epoch 21/25... Discriminator Loss: 1.2677... Generator Loss: 0.8498
Epoch 21/25... Discriminator Loss: 1.0006... Generator Loss: 1.2862
Epoch 21/25... Discriminator Loss: 1.0096... Generator Loss: 1.7818
Epoch 21/25... Discriminator Loss: 0.8859... Generator Loss: 1.8823
Epoch 21/25... Discriminator Loss: 0.7821... Generator Loss: 1.5472
Epoch 21/25... Discriminator Loss: 0.9437... Generator Loss: 1.7861
Epoch 21/25... Discriminator Loss: 0.9958... Generator Loss: 1.6273
Epoch 21/25... Discriminator Loss: 1.0689... Generator Loss: 1.1283
Epoch 21/25... Discriminator Loss: 0.7941... Generator Loss: 1.6980
Epoch 21/25... Discriminator Loss: 0.8579... Generator Loss: 2.1804
Epoch 21/25... Discriminator Loss: 0.8658... Generator Loss: 2.1922
Epoch 21/25... Discriminator Loss: 0.8922... Generator Loss: 2.2843
Epoch 21/25... Discriminator Loss: 1.0436... Generator Loss: 2.0233
Epoch 21/25... Discriminator Loss: 1.0603... Generator Loss: 1.3401
Epoch 21/25... Discriminator Loss: 0.8682... Generator Loss: 2.0023
Epoch 21/25... Discriminator Loss: 1.3240... Generator Loss: 2.4603
Epoch 21/25... Discriminator Loss: 0.9396... Generator Loss: 1.3010
Epoch 21/25... Discriminator Loss: 1.2270... Generator Loss: 2.0329
Epoch 21/25... Discriminator Loss: 0.9983... Generator Loss: 1.6840
Epoch 21/25... Discriminator Loss: 1.0616... Generator Loss: 1.7147
Epoch 21/25... Discriminator Loss: 1.1272... Generator Loss: 1.2588
Epoch 21/25... Discriminator Loss: 0.9290... Generator Loss: 1.8867
Epoch 21/25... Discriminator Loss: 1.0214... Generator Loss: 1.7126
Epoch 21/25... Discriminator Loss: 0.9581... Generator Loss: 1.5693
Epoch 21/25... Discriminator Loss: 0.8296... Generator Loss: 1.5449
Epoch 21/25... Discriminator Loss: 1.3493... Generator Loss: 2.1001
Epoch 22/25... Discriminator Loss: 1.0388... Generator Loss: 2.0217
Epoch 22/25... Discriminator Loss: 0.9309... Generator Loss: 1.2935
Epoch 22/25... Discriminator Loss: 0.8256... Generator Loss: 1.8984
Epoch 22/25... Discriminator Loss: 0.9475... Generator Loss: 1.7591
Epoch 22/25... Discriminator Loss: 0.9983... Generator Loss: 1.2516
Epoch 22/25... Discriminator Loss: 1.3743... Generator Loss: 2.2180
Epoch 22/25... Discriminator Loss: 0.9800... Generator Loss: 2.1852
Epoch 22/25... Discriminator Loss: 0.7073... Generator Loss: 1.5750
Epoch 22/25... Discriminator Loss: 1.1983... Generator Loss: 1.3504
Epoch 22/25... Discriminator Loss: 1.0421... Generator Loss: 2.0795
Epoch 22/25... Discriminator Loss: 0.8061... Generator Loss: 2.0226
Epoch 22/25... Discriminator Loss: 1.0199... Generator Loss: 1.5618
Epoch 22/25... Discriminator Loss: 1.1339... Generator Loss: 1.2734
Epoch 22/25... Discriminator Loss: 1.0801... Generator Loss: 1.9715
Epoch 22/25... Discriminator Loss: 0.9257... Generator Loss: 1.4625
Epoch 22/25... Discriminator Loss: 1.4096... Generator Loss: 2.5667
Epoch 22/25... Discriminator Loss: 1.0490... Generator Loss: 1.3321
Epoch 22/25... Discriminator Loss: 1.0816... Generator Loss: 1.9555
Epoch 22/25... Discriminator Loss: 1.1036... Generator Loss: 1.2870
Epoch 22/25... Discriminator Loss: 1.0337... Generator Loss: 2.4206
Epoch 22/25... Discriminator Loss: 0.7480... Generator Loss: 1.9349
Epoch 22/25... Discriminator Loss: 0.9730... Generator Loss: 2.4326
Epoch 22/25... Discriminator Loss: 1.0173... Generator Loss: 1.7038
Epoch 22/25... Discriminator Loss: 0.9104... Generator Loss: 1.5274
Epoch 22/25... Discriminator Loss: 1.0812... Generator Loss: 3.0048
Epoch 22/25... Discriminator Loss: 1.0541... Generator Loss: 1.6918
Epoch 22/25... Discriminator Loss: 1.3767... Generator Loss: 0.9047
Epoch 22/25... Discriminator Loss: 1.1018... Generator Loss: 1.4191
Epoch 22/25... Discriminator Loss: 0.9871... Generator Loss: 2.1207
Epoch 22/25... Discriminator Loss: 1.3087... Generator Loss: 2.9724
Epoch 22/25... Discriminator Loss: 1.0350... Generator Loss: 1.5821
Epoch 22/25... Discriminator Loss: 0.9539... Generator Loss: 1.4359
Epoch 22/25... Discriminator Loss: 1.1946... Generator Loss: 1.0959
Epoch 22/25... Discriminator Loss: 0.9451... Generator Loss: 1.9460
Epoch 22/25... Discriminator Loss: 1.0264... Generator Loss: 1.2897
Epoch 22/25... Discriminator Loss: 0.9195... Generator Loss: 1.5940
Epoch 22/25... Discriminator Loss: 1.2368... Generator Loss: 1.1689
Epoch 22/25... Discriminator Loss: 1.0240... Generator Loss: 1.3340
Epoch 22/25... Discriminator Loss: 0.9991... Generator Loss: 1.5191
Epoch 22/25... Discriminator Loss: 1.0980... Generator Loss: 2.1997
Epoch 22/25... Discriminator Loss: 1.0102... Generator Loss: 1.6062
Epoch 22/25... Discriminator Loss: 0.8508... Generator Loss: 1.3148
Epoch 22/25... Discriminator Loss: 1.5866... Generator Loss: 2.9760
Epoch 22/25... Discriminator Loss: 1.0577... Generator Loss: 2.1740
Epoch 22/25... Discriminator Loss: 1.0165... Generator Loss: 1.5602
Epoch 22/25... Discriminator Loss: 1.1093... Generator Loss: 2.2968
Epoch 22/25... Discriminator Loss: 0.8489... Generator Loss: 2.4778
Epoch 22/25... Discriminator Loss: 1.0693... Generator Loss: 1.4933
Epoch 22/25... Discriminator Loss: 0.8898... Generator Loss: 1.6104
Epoch 22/25... Discriminator Loss: 1.0908... Generator Loss: 1.3122
Epoch 22/25... Discriminator Loss: 0.7691... Generator Loss: 1.7016
Epoch 22/25... Discriminator Loss: 1.0516... Generator Loss: 2.2379
Epoch 22/25... Discriminator Loss: 1.1373... Generator Loss: 1.6704
Epoch 22/25... Discriminator Loss: 1.2073... Generator Loss: 1.1834
Epoch 22/25... Discriminator Loss: 0.9634... Generator Loss: 1.5542
Epoch 22/25... Discriminator Loss: 0.9301... Generator Loss: 2.0245
Epoch 22/25... Discriminator Loss: 0.9756... Generator Loss: 1.8931
Epoch 22/25... Discriminator Loss: 1.1655... Generator Loss: 1.4383
Epoch 22/25... Discriminator Loss: 0.9601... Generator Loss: 1.8015
Epoch 22/25... Discriminator Loss: 0.9388... Generator Loss: 1.6073
Epoch 22/25... Discriminator Loss: 0.8918... Generator Loss: 1.9460
Epoch 22/25... Discriminator Loss: 0.9903... Generator Loss: 1.4598
Epoch 22/25... Discriminator Loss: 1.1286... Generator Loss: 1.5374
Epoch 22/25... Discriminator Loss: 1.1416... Generator Loss: 1.3081
Epoch 22/25... Discriminator Loss: 1.4540... Generator Loss: 0.7220
Epoch 22/25... Discriminator Loss: 1.0200... Generator Loss: 1.9658
Epoch 22/25... Discriminator Loss: 0.8664... Generator Loss: 1.6268
Epoch 22/25... Discriminator Loss: 2.1776... Generator Loss: 0.6333
Epoch 22/25... Discriminator Loss: 1.3166... Generator Loss: 0.9983
Epoch 22/25... Discriminator Loss: 1.1750... Generator Loss: 1.2553
Epoch 22/25... Discriminator Loss: 1.0001... Generator Loss: 1.9137
Epoch 22/25... Discriminator Loss: 1.0231... Generator Loss: 1.6891
Epoch 22/25... Discriminator Loss: 0.9495... Generator Loss: 1.4487
Epoch 22/25... Discriminator Loss: 1.2387... Generator Loss: 0.8926
Epoch 22/25... Discriminator Loss: 0.9028... Generator Loss: 1.6562
Epoch 22/25... Discriminator Loss: 1.5779... Generator Loss: 2.4369
Epoch 22/25... Discriminator Loss: 1.2019... Generator Loss: 1.0724
Epoch 22/25... Discriminator Loss: 0.7946... Generator Loss: 2.2099
Epoch 22/25... Discriminator Loss: 0.7751... Generator Loss: 2.1858
Epoch 22/25... Discriminator Loss: 0.9157... Generator Loss: 1.0266
Epoch 22/25... Discriminator Loss: 1.5519... Generator Loss: 2.6355
Epoch 22/25... Discriminator Loss: 1.0369... Generator Loss: 1.7102
Epoch 22/25... Discriminator Loss: 1.1560... Generator Loss: 0.9042
Epoch 22/25... Discriminator Loss: 1.0267... Generator Loss: 1.3144
Epoch 22/25... Discriminator Loss: 0.9523... Generator Loss: 1.6026
Epoch 22/25... Discriminator Loss: 0.9364... Generator Loss: 1.7501
Epoch 22/25... Discriminator Loss: 1.2110... Generator Loss: 2.3022
Epoch 22/25... Discriminator Loss: 1.0415... Generator Loss: 2.1150
Epoch 22/25... Discriminator Loss: 1.0771... Generator Loss: 1.5231
Epoch 22/25... Discriminator Loss: 0.9474... Generator Loss: 1.4720
Epoch 22/25... Discriminator Loss: 1.0875... Generator Loss: 1.7565
Epoch 22/25... Discriminator Loss: 1.5728... Generator Loss: 0.7055
Epoch 22/25... Discriminator Loss: 0.9355... Generator Loss: 1.5238
Epoch 22/25... Discriminator Loss: 1.0343... Generator Loss: 1.4015
Epoch 22/25... Discriminator Loss: 1.2383... Generator Loss: 1.0260
Epoch 22/25... Discriminator Loss: 0.8634... Generator Loss: 1.3535
Epoch 22/25... Discriminator Loss: 0.9440... Generator Loss: 1.5813
Epoch 22/25... Discriminator Loss: 1.3081... Generator Loss: 1.2342
Epoch 22/25... Discriminator Loss: 1.1337... Generator Loss: 1.1140
Epoch 22/25... Discriminator Loss: 0.8805... Generator Loss: 1.6177
Epoch 22/25... Discriminator Loss: 0.7523... Generator Loss: 2.2944
Epoch 22/25... Discriminator Loss: 0.9560... Generator Loss: 1.5449
Epoch 22/25... Discriminator Loss: 0.9977... Generator Loss: 1.4656
Epoch 22/25... Discriminator Loss: 0.8525... Generator Loss: 1.6332
Epoch 22/25... Discriminator Loss: 1.1359... Generator Loss: 3.0558
Epoch 22/25... Discriminator Loss: 1.0962... Generator Loss: 2.3417
Epoch 22/25... Discriminator Loss: 1.1451... Generator Loss: 2.6327
Epoch 22/25... Discriminator Loss: 1.0862... Generator Loss: 1.3924
Epoch 22/25... Discriminator Loss: 0.9837... Generator Loss: 1.8895
Epoch 22/25... Discriminator Loss: 1.0213... Generator Loss: 2.2099
Epoch 22/25... Discriminator Loss: 0.9455... Generator Loss: 1.3605
Epoch 22/25... Discriminator Loss: 1.2656... Generator Loss: 1.4996
Epoch 22/25... Discriminator Loss: 0.8676... Generator Loss: 2.1191
Epoch 22/25... Discriminator Loss: 1.0119... Generator Loss: 1.5763
Epoch 22/25... Discriminator Loss: 0.7211... Generator Loss: 1.7022
Epoch 22/25... Discriminator Loss: 0.8487... Generator Loss: 1.9691
Epoch 22/25... Discriminator Loss: 0.9369... Generator Loss: 1.9282
Epoch 22/25... Discriminator Loss: 1.1040... Generator Loss: 1.5355
Epoch 22/25... Discriminator Loss: 1.0800... Generator Loss: 2.1727
Epoch 22/25... Discriminator Loss: 1.0062... Generator Loss: 1.8109
Epoch 22/25... Discriminator Loss: 0.9343... Generator Loss: 1.3124
Epoch 22/25... Discriminator Loss: 0.9496... Generator Loss: 1.9054
Epoch 22/25... Discriminator Loss: 0.7524... Generator Loss: 1.6704
Epoch 22/25... Discriminator Loss: 1.0122... Generator Loss: 2.1062
Epoch 22/25... Discriminator Loss: 0.9704... Generator Loss: 1.2199
Epoch 22/25... Discriminator Loss: 1.1962... Generator Loss: 3.5623
Epoch 22/25... Discriminator Loss: 0.9548... Generator Loss: 1.7302
Epoch 22/25... Discriminator Loss: 0.9109... Generator Loss: 1.5944
Epoch 22/25... Discriminator Loss: 1.0141... Generator Loss: 1.5865
Epoch 22/25... Discriminator Loss: 1.1534... Generator Loss: 1.6044
Epoch 22/25... Discriminator Loss: 1.0848... Generator Loss: 1.0442
Epoch 22/25... Discriminator Loss: 0.9873... Generator Loss: 2.1549
Epoch 22/25... Discriminator Loss: 0.9502... Generator Loss: 1.4141
Epoch 22/25... Discriminator Loss: 1.1091... Generator Loss: 1.4011
Epoch 22/25... Discriminator Loss: 2.1729... Generator Loss: 0.6724
Epoch 22/25... Discriminator Loss: 1.1402... Generator Loss: 2.0219
Epoch 22/25... Discriminator Loss: 1.0608... Generator Loss: 1.2891
Epoch 22/25... Discriminator Loss: 1.0793... Generator Loss: 2.1084
Epoch 22/25... Discriminator Loss: 0.9835... Generator Loss: 2.0831
Epoch 22/25... Discriminator Loss: 1.0409... Generator Loss: 1.2349
Epoch 22/25... Discriminator Loss: 1.2202... Generator Loss: 1.0701
Epoch 22/25... Discriminator Loss: 0.9617... Generator Loss: 1.9373
Epoch 22/25... Discriminator Loss: 1.0501... Generator Loss: 1.6166
Epoch 22/25... Discriminator Loss: 1.1664... Generator Loss: 1.5719
Epoch 22/25... Discriminator Loss: 1.0844... Generator Loss: 1.2300
Epoch 22/25... Discriminator Loss: 1.0569... Generator Loss: 1.6624
Epoch 22/25... Discriminator Loss: 1.0795... Generator Loss: 2.6876
Epoch 22/25... Discriminator Loss: 0.9865... Generator Loss: 1.8032
Epoch 22/25... Discriminator Loss: 0.9163... Generator Loss: 1.7742
Epoch 22/25... Discriminator Loss: 0.7678... Generator Loss: 1.6399
Epoch 22/25... Discriminator Loss: 1.5481... Generator Loss: 2.2411
Epoch 22/25... Discriminator Loss: 0.9429... Generator Loss: 1.5004
Epoch 22/25... Discriminator Loss: 0.9321... Generator Loss: 1.6382
Epoch 22/25... Discriminator Loss: 0.9952... Generator Loss: 1.2778
Epoch 22/25... Discriminator Loss: 0.9352... Generator Loss: 2.1980
Epoch 22/25... Discriminator Loss: 1.0671... Generator Loss: 1.1858
Epoch 22/25... Discriminator Loss: 1.2250... Generator Loss: 2.7016
Epoch 22/25... Discriminator Loss: 1.0557... Generator Loss: 2.4214
Epoch 22/25... Discriminator Loss: 1.1627... Generator Loss: 1.1090
Epoch 23/25... Discriminator Loss: 0.9840... Generator Loss: 1.2109
Epoch 23/25... Discriminator Loss: 0.9420... Generator Loss: 1.7551
Epoch 23/25... Discriminator Loss: 0.8545... Generator Loss: 2.2954
Epoch 23/25... Discriminator Loss: 1.2113... Generator Loss: 2.6056
Epoch 23/25... Discriminator Loss: 0.9721... Generator Loss: 1.3008
Epoch 23/25... Discriminator Loss: 1.4191... Generator Loss: 2.0241
Epoch 23/25... Discriminator Loss: 0.9957... Generator Loss: 1.6891
Epoch 23/25... Discriminator Loss: 0.7659... Generator Loss: 1.4487
Epoch 23/25... Discriminator Loss: 0.7515... Generator Loss: 1.7039
Epoch 23/25... Discriminator Loss: 0.9646... Generator Loss: 2.1154
Epoch 23/25... Discriminator Loss: 0.9434... Generator Loss: 2.0346
Epoch 23/25... Discriminator Loss: 1.1229... Generator Loss: 1.4612
Epoch 23/25... Discriminator Loss: 0.8541... Generator Loss: 1.5727
Epoch 23/25... Discriminator Loss: 0.8849... Generator Loss: 2.2487
Epoch 23/25... Discriminator Loss: 0.8956... Generator Loss: 1.9257
Epoch 23/25... Discriminator Loss: 1.0115... Generator Loss: 1.9562
Epoch 23/25... Discriminator Loss: 1.2492... Generator Loss: 2.5393
Epoch 23/25... Discriminator Loss: 0.9048... Generator Loss: 1.3055
Epoch 23/25... Discriminator Loss: 1.2402... Generator Loss: 1.0809
Epoch 23/25... Discriminator Loss: 1.0473... Generator Loss: 1.3239
Epoch 23/25... Discriminator Loss: 1.0975... Generator Loss: 1.7464
Epoch 23/25... Discriminator Loss: 0.9417... Generator Loss: 1.6701
Epoch 23/25... Discriminator Loss: 0.9364... Generator Loss: 1.7064
Epoch 23/25... Discriminator Loss: 0.9838... Generator Loss: 0.9523
Epoch 23/25... Discriminator Loss: 0.9008... Generator Loss: 1.4516
Epoch 23/25... Discriminator Loss: 1.1412... Generator Loss: 1.9515
Epoch 23/25... Discriminator Loss: 1.0399... Generator Loss: 1.3815
Epoch 23/25... Discriminator Loss: 1.3200... Generator Loss: 2.5738
Epoch 23/25... Discriminator Loss: 0.9689... Generator Loss: 2.6600
Epoch 23/25... Discriminator Loss: 1.2706... Generator Loss: 2.3106
Epoch 23/25... Discriminator Loss: 1.0357... Generator Loss: 1.3624
Epoch 23/25... Discriminator Loss: 0.9658... Generator Loss: 2.4715
Epoch 23/25... Discriminator Loss: 1.1540... Generator Loss: 0.9702
Epoch 23/25... Discriminator Loss: 0.8413... Generator Loss: 1.9154
Epoch 23/25... Discriminator Loss: 0.8052... Generator Loss: 2.2221
Epoch 23/25... Discriminator Loss: 0.7551... Generator Loss: 2.8136
Epoch 23/25... Discriminator Loss: 0.8121... Generator Loss: 1.5071
Epoch 23/25... Discriminator Loss: 1.0868... Generator Loss: 1.2547
Epoch 23/25... Discriminator Loss: 1.5107... Generator Loss: 3.5059
Epoch 23/25... Discriminator Loss: 0.9782... Generator Loss: 1.4518
Epoch 23/25... Discriminator Loss: 1.0110... Generator Loss: 1.0487
Epoch 23/25... Discriminator Loss: 0.9417... Generator Loss: 1.1415
Epoch 23/25... Discriminator Loss: 0.9407... Generator Loss: 1.3380
Epoch 23/25... Discriminator Loss: 1.2417... Generator Loss: 2.2563
Epoch 23/25... Discriminator Loss: 1.1925... Generator Loss: 1.5837
Epoch 23/25... Discriminator Loss: 1.1005... Generator Loss: 1.0403
Epoch 23/25... Discriminator Loss: 1.0824... Generator Loss: 1.5074
Epoch 23/25... Discriminator Loss: 0.8209... Generator Loss: 2.2811
Epoch 23/25... Discriminator Loss: 1.0982... Generator Loss: 1.5868
Epoch 23/25... Discriminator Loss: 1.1117... Generator Loss: 2.0317
Epoch 23/25... Discriminator Loss: 1.1716... Generator Loss: 1.0241
Epoch 23/25... Discriminator Loss: 0.7242... Generator Loss: 1.7777
Epoch 23/25... Discriminator Loss: 0.6054... Generator Loss: 2.2682
Epoch 23/25... Discriminator Loss: 0.8645... Generator Loss: 1.8902
Epoch 23/25... Discriminator Loss: 1.1933... Generator Loss: 2.2563
Epoch 23/25... Discriminator Loss: 1.0494... Generator Loss: 2.2079
Epoch 23/25... Discriminator Loss: 1.0008... Generator Loss: 1.6923
Epoch 23/25... Discriminator Loss: 0.9894... Generator Loss: 1.3159
Epoch 23/25... Discriminator Loss: 0.9255... Generator Loss: 1.6149
Epoch 23/25... Discriminator Loss: 0.8151... Generator Loss: 1.6985
Epoch 23/25... Discriminator Loss: 0.8750... Generator Loss: 1.8690
Epoch 23/25... Discriminator Loss: 0.9938... Generator Loss: 2.1976
Epoch 23/25... Discriminator Loss: 1.1988... Generator Loss: 2.1748
Epoch 23/25... Discriminator Loss: 1.4689... Generator Loss: 0.8360
Epoch 23/25... Discriminator Loss: 0.9527... Generator Loss: 2.0337
Epoch 23/25... Discriminator Loss: 1.0234... Generator Loss: 1.5981
Epoch 23/25... Discriminator Loss: 1.0463... Generator Loss: 1.1254
Epoch 23/25... Discriminator Loss: 1.0797... Generator Loss: 1.1471
Epoch 23/25... Discriminator Loss: 1.0501... Generator Loss: 1.2485
Epoch 23/25... Discriminator Loss: 0.8935... Generator Loss: 1.5030
Epoch 23/25... Discriminator Loss: 1.1053... Generator Loss: 1.5462
Epoch 23/25... Discriminator Loss: 1.0675... Generator Loss: 1.5634
Epoch 23/25... Discriminator Loss: 0.8433... Generator Loss: 1.9479
Epoch 23/25... Discriminator Loss: 1.0265... Generator Loss: 1.4437
Epoch 23/25... Discriminator Loss: 0.8937... Generator Loss: 1.7694
Epoch 23/25... Discriminator Loss: 0.9749... Generator Loss: 1.6831
Epoch 23/25... Discriminator Loss: 1.0436... Generator Loss: 1.5789
Epoch 23/25... Discriminator Loss: 0.9454... Generator Loss: 1.4714
Epoch 23/25... Discriminator Loss: 0.9795... Generator Loss: 1.9894
Epoch 23/25... Discriminator Loss: 1.2575... Generator Loss: 0.9263
Epoch 23/25... Discriminator Loss: 1.3382... Generator Loss: 1.7656
Epoch 23/25... Discriminator Loss: 1.2652... Generator Loss: 2.1054
Epoch 23/25... Discriminator Loss: 0.9713... Generator Loss: 2.1657
Epoch 23/25... Discriminator Loss: 1.1304... Generator Loss: 2.3806
Epoch 23/25... Discriminator Loss: 1.4435... Generator Loss: 0.6543
Epoch 23/25... Discriminator Loss: 0.9345... Generator Loss: 1.3427
Epoch 23/25... Discriminator Loss: 0.7829... Generator Loss: 1.7104
Epoch 23/25... Discriminator Loss: 0.6896... Generator Loss: 1.9831
Epoch 23/25... Discriminator Loss: 1.0642... Generator Loss: 1.6748
Epoch 23/25... Discriminator Loss: 0.8420... Generator Loss: 1.7592
Epoch 23/25... Discriminator Loss: 0.6387... Generator Loss: 2.0099
Epoch 23/25... Discriminator Loss: 1.1668... Generator Loss: 0.5741
Epoch 23/25... Discriminator Loss: 1.0912... Generator Loss: 1.9326
Epoch 23/25... Discriminator Loss: 1.0677... Generator Loss: 1.3612
Epoch 23/25... Discriminator Loss: 0.7081... Generator Loss: 2.0580
Epoch 23/25... Discriminator Loss: 0.8857... Generator Loss: 2.1659
Epoch 23/25... Discriminator Loss: 1.1587... Generator Loss: 1.2071
Epoch 23/25... Discriminator Loss: 0.8671... Generator Loss: 2.1272
Epoch 23/25... Discriminator Loss: 1.1563... Generator Loss: 1.0769
Epoch 23/25... Discriminator Loss: 0.8105... Generator Loss: 2.0013
Epoch 23/25... Discriminator Loss: 1.1719... Generator Loss: 1.9455
Epoch 23/25... Discriminator Loss: 0.9753... Generator Loss: 1.6799
Epoch 23/25... Discriminator Loss: 0.9655... Generator Loss: 1.1872
Epoch 23/25... Discriminator Loss: 0.9502... Generator Loss: 1.8669
Epoch 23/25... Discriminator Loss: 0.9134... Generator Loss: 2.1124
Epoch 23/25... Discriminator Loss: 1.0912... Generator Loss: 2.3308
Epoch 23/25... Discriminator Loss: 0.9404... Generator Loss: 1.6036
Epoch 23/25... Discriminator Loss: 1.0119... Generator Loss: 1.4102
Epoch 23/25... Discriminator Loss: 1.3018... Generator Loss: 1.7887
Epoch 23/25... Discriminator Loss: 0.9675... Generator Loss: 2.0470
Epoch 23/25... Discriminator Loss: 0.9021... Generator Loss: 1.4157
Epoch 23/25... Discriminator Loss: 1.0502... Generator Loss: 1.0471
Epoch 23/25... Discriminator Loss: 0.8330... Generator Loss: 1.8081
Epoch 23/25... Discriminator Loss: 0.9848... Generator Loss: 2.4706
Epoch 23/25... Discriminator Loss: 0.9208... Generator Loss: 1.5405
Epoch 23/25... Discriminator Loss: 0.8179... Generator Loss: 2.6977
Epoch 23/25... Discriminator Loss: 0.9930... Generator Loss: 1.7242
Epoch 23/25... Discriminator Loss: 1.1248... Generator Loss: 1.1407
Epoch 23/25... Discriminator Loss: 0.9951... Generator Loss: 1.5640
Epoch 23/25... Discriminator Loss: 0.8267... Generator Loss: 1.9031
Epoch 23/25... Discriminator Loss: 0.7912... Generator Loss: 2.0602
Epoch 23/25... Discriminator Loss: 1.2479... Generator Loss: 1.1784
Epoch 23/25... Discriminator Loss: 0.5384... Generator Loss: 2.2147
Epoch 23/25... Discriminator Loss: 0.9492... Generator Loss: 1.9649
Epoch 23/25... Discriminator Loss: 1.0348... Generator Loss: 1.5434
Epoch 23/25... Discriminator Loss: 0.9740... Generator Loss: 1.7622
Epoch 23/25... Discriminator Loss: 0.8346... Generator Loss: 2.6607
Epoch 23/25... Discriminator Loss: 1.0056... Generator Loss: 2.0357
Epoch 23/25... Discriminator Loss: 1.0742... Generator Loss: 1.0460
Epoch 23/25... Discriminator Loss: 1.0377... Generator Loss: 2.1150
Epoch 23/25... Discriminator Loss: 1.0231... Generator Loss: 1.2392
Epoch 23/25... Discriminator Loss: 0.9276... Generator Loss: 2.1589
Epoch 23/25... Discriminator Loss: 1.0177... Generator Loss: 1.5826
Epoch 23/25... Discriminator Loss: 1.0327... Generator Loss: 1.6173
Epoch 23/25... Discriminator Loss: 1.3838... Generator Loss: 0.8435
Epoch 23/25... Discriminator Loss: 1.1365... Generator Loss: 2.0523
Epoch 23/25... Discriminator Loss: 0.8856... Generator Loss: 1.6277
Epoch 23/25... Discriminator Loss: 0.9648... Generator Loss: 1.5737
Epoch 23/25... Discriminator Loss: 0.9589... Generator Loss: 1.6773
Epoch 23/25... Discriminator Loss: 0.7544... Generator Loss: 1.9748
Epoch 23/25... Discriminator Loss: 0.9473... Generator Loss: 1.8907
Epoch 23/25... Discriminator Loss: 1.3048... Generator Loss: 1.2641
Epoch 23/25... Discriminator Loss: 0.8599... Generator Loss: 1.9737
Epoch 23/25... Discriminator Loss: 1.1404... Generator Loss: 1.5044
Epoch 23/25... Discriminator Loss: 0.9919... Generator Loss: 1.3447
Epoch 23/25... Discriminator Loss: 0.9832... Generator Loss: 2.1603
Epoch 23/25... Discriminator Loss: 0.9818... Generator Loss: 1.7410
Epoch 23/25... Discriminator Loss: 0.8839... Generator Loss: 1.8640
Epoch 23/25... Discriminator Loss: 1.1450... Generator Loss: 1.7203
Epoch 23/25... Discriminator Loss: 0.9494... Generator Loss: 1.5661
Epoch 23/25... Discriminator Loss: 1.0268... Generator Loss: 1.3643
Epoch 23/25... Discriminator Loss: 0.8965... Generator Loss: 1.8104
Epoch 23/25... Discriminator Loss: 0.8643... Generator Loss: 2.0447
Epoch 23/25... Discriminator Loss: 0.8046... Generator Loss: 2.4088
Epoch 23/25... Discriminator Loss: 1.1096... Generator Loss: 1.4229
Epoch 23/25... Discriminator Loss: 1.2541... Generator Loss: 1.0169
Epoch 23/25... Discriminator Loss: 0.9425... Generator Loss: 1.4924
Epoch 23/25... Discriminator Loss: 1.0642... Generator Loss: 1.1229
Epoch 23/25... Discriminator Loss: 1.3028... Generator Loss: 1.1908
Epoch 24/25... Discriminator Loss: 0.9776... Generator Loss: 1.5933
Epoch 24/25... Discriminator Loss: 0.6064... Generator Loss: 1.9724
Epoch 24/25... Discriminator Loss: 0.7794... Generator Loss: 1.9909
Epoch 24/25... Discriminator Loss: 1.1202... Generator Loss: 2.2041
Epoch 24/25... Discriminator Loss: 0.8655... Generator Loss: 1.3596
Epoch 24/25... Discriminator Loss: 2.2004... Generator Loss: 2.5323
Epoch 24/25... Discriminator Loss: 1.0596... Generator Loss: 2.1995
Epoch 24/25... Discriminator Loss: 0.6789... Generator Loss: 1.6087
Epoch 24/25... Discriminator Loss: 1.0548... Generator Loss: 1.0342
Epoch 24/25... Discriminator Loss: 0.9597... Generator Loss: 2.1045
Epoch 24/25... Discriminator Loss: 1.0237... Generator Loss: 1.3743
Epoch 24/25... Discriminator Loss: 0.9986... Generator Loss: 1.2456
Epoch 24/25... Discriminator Loss: 0.8894... Generator Loss: 1.5036
Epoch 24/25... Discriminator Loss: 1.6497... Generator Loss: 0.7741
Epoch 24/25... Discriminator Loss: 0.9670... Generator Loss: 1.6607
Epoch 24/25... Discriminator Loss: 1.1575... Generator Loss: 1.5972
Epoch 24/25... Discriminator Loss: 1.0730... Generator Loss: 1.1906
Epoch 24/25... Discriminator Loss: 0.9788... Generator Loss: 1.8983
Epoch 24/25... Discriminator Loss: 0.7108... Generator Loss: 1.9791
Epoch 24/25... Discriminator Loss: 1.4787... Generator Loss: 3.0070
Epoch 24/25... Discriminator Loss: 1.0017... Generator Loss: 1.2371
Epoch 24/25... Discriminator Loss: 1.2186... Generator Loss: 1.1821
Epoch 24/25... Discriminator Loss: 0.7254... Generator Loss: 1.5866
Epoch 24/25... Discriminator Loss: 0.7910... Generator Loss: 1.6410
Epoch 24/25... Discriminator Loss: 0.7589... Generator Loss: 1.7189
Epoch 24/25... Discriminator Loss: 1.2196... Generator Loss: 1.1754
Epoch 24/25... Discriminator Loss: 1.0163... Generator Loss: 1.6929
Epoch 24/25... Discriminator Loss: 1.0803... Generator Loss: 1.6766
Epoch 24/25... Discriminator Loss: 0.8324... Generator Loss: 2.2933
Epoch 24/25... Discriminator Loss: 1.0643... Generator Loss: 1.3713
Epoch 24/25... Discriminator Loss: 0.9911... Generator Loss: 1.8139
Epoch 24/25... Discriminator Loss: 0.9078... Generator Loss: 1.4303
Epoch 24/25... Discriminator Loss: 0.9830... Generator Loss: 2.0809
Epoch 24/25... Discriminator Loss: 0.9917... Generator Loss: 1.5380
Epoch 24/25... Discriminator Loss: 1.1184... Generator Loss: 1.2882
Epoch 24/25... Discriminator Loss: 1.1421... Generator Loss: 1.2241
Epoch 24/25... Discriminator Loss: 0.8514... Generator Loss: 2.0841
Epoch 24/25... Discriminator Loss: 0.9036... Generator Loss: 2.0688
Epoch 24/25... Discriminator Loss: 1.1784... Generator Loss: 0.8820
Epoch 24/25... Discriminator Loss: 0.8882... Generator Loss: 1.5461
Epoch 24/25... Discriminator Loss: 1.0684... Generator Loss: 1.4371
Epoch 24/25... Discriminator Loss: 1.4337... Generator Loss: 1.3911
Epoch 24/25... Discriminator Loss: 1.2390... Generator Loss: 2.1593
Epoch 24/25... Discriminator Loss: 1.1339... Generator Loss: 2.3049
Epoch 24/25... Discriminator Loss: 0.8784... Generator Loss: 1.8617
Epoch 24/25... Discriminator Loss: 1.2034... Generator Loss: 0.9705
Epoch 24/25... Discriminator Loss: 0.7548... Generator Loss: 1.5895
Epoch 24/25... Discriminator Loss: 1.5827... Generator Loss: 3.1253
Epoch 24/25... Discriminator Loss: 0.8676... Generator Loss: 1.9340
Epoch 24/25... Discriminator Loss: 1.0846... Generator Loss: 1.3938
Epoch 24/25... Discriminator Loss: 1.3211... Generator Loss: 2.4292
Epoch 24/25... Discriminator Loss: 0.9092... Generator Loss: 2.6411
Epoch 24/25... Discriminator Loss: 0.8593... Generator Loss: 1.8262
Epoch 24/25... Discriminator Loss: 0.8870... Generator Loss: 1.6392
Epoch 24/25... Discriminator Loss: 1.0070... Generator Loss: 2.7659
Epoch 24/25... Discriminator Loss: 1.0539... Generator Loss: 1.9800
Epoch 24/25... Discriminator Loss: 1.0086... Generator Loss: 1.4162
Epoch 24/25... Discriminator Loss: 1.3528... Generator Loss: 2.6615
Epoch 24/25... Discriminator Loss: 1.1333... Generator Loss: 2.5415
Epoch 24/25... Discriminator Loss: 0.8934... Generator Loss: 2.5900
Epoch 24/25... Discriminator Loss: 1.0662... Generator Loss: 2.0830
Epoch 24/25... Discriminator Loss: 1.1178... Generator Loss: 1.6526
Epoch 24/25... Discriminator Loss: 1.0087... Generator Loss: 1.8632
Epoch 24/25... Discriminator Loss: 0.9006... Generator Loss: 1.5321
Epoch 24/25... Discriminator Loss: 1.0042... Generator Loss: 1.5446
Epoch 24/25... Discriminator Loss: 0.8881... Generator Loss: 1.8436
Epoch 24/25... Discriminator Loss: 0.7974... Generator Loss: 1.8599
Epoch 24/25... Discriminator Loss: 1.2185... Generator Loss: 2.1922
Epoch 24/25... Discriminator Loss: 0.8924... Generator Loss: 1.9761
Epoch 24/25... Discriminator Loss: 0.9278... Generator Loss: 1.9935
Epoch 24/25... Discriminator Loss: 1.1130... Generator Loss: 1.0771
Epoch 24/25... Discriminator Loss: 0.8102... Generator Loss: 1.2837
Epoch 24/25... Discriminator Loss: 0.9903... Generator Loss: 1.6850
Epoch 24/25... Discriminator Loss: 1.0362... Generator Loss: 1.5190
Epoch 24/25... Discriminator Loss: 0.8755... Generator Loss: 2.2220
Epoch 24/25... Discriminator Loss: 0.8712... Generator Loss: 1.8578
Epoch 24/25... Discriminator Loss: 1.1324... Generator Loss: 1.6856
Epoch 24/25... Discriminator Loss: 0.9752... Generator Loss: 1.5198
Epoch 24/25... Discriminator Loss: 1.0029... Generator Loss: 1.8109
Epoch 24/25... Discriminator Loss: 0.8873... Generator Loss: 1.7372
Epoch 24/25... Discriminator Loss: 1.5431... Generator Loss: 2.5792
Epoch 24/25... Discriminator Loss: 1.1842... Generator Loss: 2.7177
Epoch 24/25... Discriminator Loss: 0.7654... Generator Loss: 1.4617
Epoch 24/25... Discriminator Loss: 1.0035... Generator Loss: 1.4661
Epoch 24/25... Discriminator Loss: 1.0607... Generator Loss: 1.2233
Epoch 24/25... Discriminator Loss: 0.8921... Generator Loss: 1.9043
Epoch 24/25... Discriminator Loss: 1.0744... Generator Loss: 1.3023
Epoch 24/25... Discriminator Loss: 1.0864... Generator Loss: 2.0582
Epoch 24/25... Discriminator Loss: 0.6871... Generator Loss: 2.2238
Epoch 24/25... Discriminator Loss: 0.6076... Generator Loss: 2.2054
Epoch 24/25... Discriminator Loss: 1.3553... Generator Loss: 2.0884
Epoch 24/25... Discriminator Loss: 1.2047... Generator Loss: 1.0170
Epoch 24/25... Discriminator Loss: 0.9644... Generator Loss: 1.2803
Epoch 24/25... Discriminator Loss: 0.8007... Generator Loss: 1.3648
Epoch 24/25... Discriminator Loss: 1.1019... Generator Loss: 1.2474
Epoch 24/25... Discriminator Loss: 1.2525... Generator Loss: 2.3743
Epoch 24/25... Discriminator Loss: 0.7873... Generator Loss: 1.6547
Epoch 24/25... Discriminator Loss: 0.5598... Generator Loss: 2.3099
Epoch 24/25... Discriminator Loss: 1.6133... Generator Loss: 2.8456
Epoch 24/25... Discriminator Loss: 0.9760... Generator Loss: 1.2745
Epoch 24/25... Discriminator Loss: 0.8205... Generator Loss: 1.6957
Epoch 24/25... Discriminator Loss: 0.8884... Generator Loss: 1.4917
Epoch 24/25... Discriminator Loss: 0.6742... Generator Loss: 1.4307
Epoch 24/25... Discriminator Loss: 0.8797... Generator Loss: 2.0801
Epoch 24/25... Discriminator Loss: 1.0028... Generator Loss: 3.2550
Epoch 24/25... Discriminator Loss: 1.1529... Generator Loss: 2.9521
Epoch 24/25... Discriminator Loss: 0.7813... Generator Loss: 2.2264
Epoch 24/25... Discriminator Loss: 1.0858... Generator Loss: 1.4863
Epoch 24/25... Discriminator Loss: 1.0670... Generator Loss: 2.2902
Epoch 24/25... Discriminator Loss: 0.8970... Generator Loss: 1.9211
Epoch 24/25... Discriminator Loss: 1.0125... Generator Loss: 2.9070
Epoch 24/25... Discriminator Loss: 1.0939... Generator Loss: 1.5096
Epoch 24/25... Discriminator Loss: 0.8305... Generator Loss: 1.7337
Epoch 24/25... Discriminator Loss: 1.0127... Generator Loss: 1.2859
Epoch 24/25... Discriminator Loss: 1.0010... Generator Loss: 1.5354
Epoch 24/25... Discriminator Loss: 0.6235... Generator Loss: 2.9037
Epoch 24/25... Discriminator Loss: 0.8932... Generator Loss: 2.2501
Epoch 24/25... Discriminator Loss: 0.9082... Generator Loss: 2.1541
Epoch 24/25... Discriminator Loss: 0.7907... Generator Loss: 1.9397
Epoch 24/25... Discriminator Loss: 0.7275... Generator Loss: 1.9026
Epoch 24/25... Discriminator Loss: 1.0952... Generator Loss: 3.4380
Epoch 24/25... Discriminator Loss: 0.9485... Generator Loss: 1.4280
Epoch 24/25... Discriminator Loss: 1.5784... Generator Loss: 0.7563
Epoch 24/25... Discriminator Loss: 0.8869... Generator Loss: 1.5840
Epoch 24/25... Discriminator Loss: 1.0694... Generator Loss: 2.4360
Epoch 24/25... Discriminator Loss: 1.1174... Generator Loss: 1.9869
Epoch 24/25... Discriminator Loss: 0.8549... Generator Loss: 1.4914
Epoch 24/25... Discriminator Loss: 1.0380... Generator Loss: 1.3397
Epoch 24/25... Discriminator Loss: 0.9454... Generator Loss: 1.4898
Epoch 24/25... Discriminator Loss: 0.8697... Generator Loss: 1.6962
Epoch 24/25... Discriminator Loss: 1.0867... Generator Loss: 1.1565
Epoch 24/25... Discriminator Loss: 1.1933... Generator Loss: 2.3968
Epoch 24/25... Discriminator Loss: 0.7662... Generator Loss: 2.1080
Epoch 24/25... Discriminator Loss: 1.1870... Generator Loss: 0.7960
Epoch 24/25... Discriminator Loss: 3.0469... Generator Loss: 1.7358
Epoch 24/25... Discriminator Loss: 1.0536... Generator Loss: 1.3373
Epoch 24/25... Discriminator Loss: 0.8802... Generator Loss: 1.9838
Epoch 24/25... Discriminator Loss: 1.0026... Generator Loss: 2.5010
Epoch 24/25... Discriminator Loss: 1.0665... Generator Loss: 2.0413
Epoch 24/25... Discriminator Loss: 0.6657... Generator Loss: 2.0987
Epoch 24/25... Discriminator Loss: 0.8110... Generator Loss: 2.1626
Epoch 24/25... Discriminator Loss: 1.1853... Generator Loss: 2.8377
Epoch 24/25... Discriminator Loss: 1.1915... Generator Loss: 0.9120
Epoch 24/25... Discriminator Loss: 0.8787... Generator Loss: 1.9209
Epoch 24/25... Discriminator Loss: 1.0000... Generator Loss: 1.7523
Epoch 24/25... Discriminator Loss: 1.0268... Generator Loss: 2.0443
Epoch 24/25... Discriminator Loss: 0.9614... Generator Loss: 2.3580
Epoch 24/25... Discriminator Loss: 0.8734... Generator Loss: 1.9248
Epoch 24/25... Discriminator Loss: 0.8678... Generator Loss: 1.9955
Epoch 24/25... Discriminator Loss: 1.0698... Generator Loss: 1.5311
Epoch 24/25... Discriminator Loss: 0.9209... Generator Loss: 2.1981
Epoch 24/25... Discriminator Loss: 0.6082... Generator Loss: 2.4167
Epoch 24/25... Discriminator Loss: 1.3067... Generator Loss: 1.4415
Epoch 24/25... Discriminator Loss: 1.0070... Generator Loss: 1.3300
Epoch 24/25... Discriminator Loss: 1.1840... Generator Loss: 2.3859
Epoch 24/25... Discriminator Loss: 1.0075... Generator Loss: 1.5279
Epoch 24/25... Discriminator Loss: 1.0180... Generator Loss: 1.4501
Epoch 24/25... Discriminator Loss: 0.9346... Generator Loss: 1.8150
Epoch 24/25... Discriminator Loss: 0.8258... Generator Loss: 1.7629
Epoch 25/25... Discriminator Loss: 0.6493... Generator Loss: 2.8078
Epoch 25/25... Discriminator Loss: 0.8953... Generator Loss: 1.4651
Epoch 25/25... Discriminator Loss: 1.1148... Generator Loss: 1.0216
Epoch 25/25... Discriminator Loss: 1.3036... Generator Loss: 2.2707
Epoch 25/25... Discriminator Loss: 0.7292... Generator Loss: 2.5537
Epoch 25/25... Discriminator Loss: 1.2213... Generator Loss: 1.8586
Epoch 25/25... Discriminator Loss: 0.9575... Generator Loss: 2.8486
Epoch 25/25... Discriminator Loss: 0.7378... Generator Loss: 1.7784
Epoch 25/25... Discriminator Loss: 1.0455... Generator Loss: 1.9392
Epoch 25/25... Discriminator Loss: 1.0842... Generator Loss: 2.4312
Epoch 25/25... Discriminator Loss: 1.1335... Generator Loss: 1.5316
Epoch 25/25... Discriminator Loss: 1.0723... Generator Loss: 1.2520
Epoch 25/25... Discriminator Loss: 1.2918... Generator Loss: 2.4750
Epoch 25/25... Discriminator Loss: 1.5644... Generator Loss: 3.6656
Epoch 25/25... Discriminator Loss: 0.7614... Generator Loss: 2.4199
Epoch 25/25... Discriminator Loss: 1.5219... Generator Loss: 2.5494
Epoch 25/25... Discriminator Loss: 0.9837... Generator Loss: 1.5960
Epoch 25/25... Discriminator Loss: 1.1018... Generator Loss: 3.0113
Epoch 25/25... Discriminator Loss: 0.6626... Generator Loss: 1.8850
Epoch 25/25... Discriminator Loss: 0.9988... Generator Loss: 1.7620
Epoch 25/25... Discriminator Loss: 0.7002... Generator Loss: 2.0155
Epoch 25/25... Discriminator Loss: 1.0677... Generator Loss: 1.6486
Epoch 25/25... Discriminator Loss: 0.8954... Generator Loss: 1.8225
Epoch 25/25... Discriminator Loss: 1.9285... Generator Loss: 0.4653
Epoch 25/25... Discriminator Loss: 1.2722... Generator Loss: 1.5127
Epoch 25/25... Discriminator Loss: 0.5843... Generator Loss: 1.6159
Epoch 25/25... Discriminator Loss: 0.9293... Generator Loss: 1.3986
Epoch 25/25... Discriminator Loss: 0.9799... Generator Loss: 1.6634
Epoch 25/25... Discriminator Loss: 1.9407... Generator Loss: 3.2386
Epoch 25/25... Discriminator Loss: 1.0386... Generator Loss: 1.9452
Epoch 25/25... Discriminator Loss: 1.0475... Generator Loss: 1.5622
Epoch 25/25... Discriminator Loss: 0.9896... Generator Loss: 2.0365
Epoch 25/25... Discriminator Loss: 0.8002... Generator Loss: 1.8224
Epoch 25/25... Discriminator Loss: 0.4846... Generator Loss: 2.6427
Epoch 25/25... Discriminator Loss: 0.5808... Generator Loss: 2.0777
Epoch 25/25... Discriminator Loss: 1.3009... Generator Loss: 3.1764
Epoch 25/25... Discriminator Loss: 0.8373... Generator Loss: 1.4444
Epoch 25/25... Discriminator Loss: 0.8574... Generator Loss: 1.9158
Epoch 25/25... Discriminator Loss: 0.7938... Generator Loss: 1.8938
Epoch 25/25... Discriminator Loss: 0.9258... Generator Loss: 1.5092
Epoch 25/25... Discriminator Loss: 1.0318... Generator Loss: 1.2644
Epoch 25/25... Discriminator Loss: 0.6184... Generator Loss: 1.8425
Epoch 25/25... Discriminator Loss: 1.3158... Generator Loss: 3.6128
Epoch 25/25... Discriminator Loss: 1.1351... Generator Loss: 2.3231
Epoch 25/25... Discriminator Loss: 1.1311... Generator Loss: 1.0661
Epoch 25/25... Discriminator Loss: 0.6819... Generator Loss: 1.7762
Epoch 25/25... Discriminator Loss: 0.9612... Generator Loss: 1.5944
Epoch 25/25... Discriminator Loss: 1.0666... Generator Loss: 1.8583
Epoch 25/25... Discriminator Loss: 0.8313... Generator Loss: 1.5943
Epoch 25/25... Discriminator Loss: 1.1119... Generator Loss: 2.4658
Epoch 25/25... Discriminator Loss: 0.9839... Generator Loss: 1.8118
Epoch 25/25... Discriminator Loss: 0.9593... Generator Loss: 1.4163
Epoch 25/25... Discriminator Loss: 0.9532... Generator Loss: 1.8877
Epoch 25/25... Discriminator Loss: 0.9386... Generator Loss: 2.5143
Epoch 25/25... Discriminator Loss: 1.1330... Generator Loss: 1.8172
Epoch 25/25... Discriminator Loss: 0.9029... Generator Loss: 1.6332
Epoch 25/25... Discriminator Loss: 0.9884... Generator Loss: 1.7201
Epoch 25/25... Discriminator Loss: 0.9976... Generator Loss: 1.0797
Epoch 25/25... Discriminator Loss: 1.0421... Generator Loss: 1.7436
Epoch 25/25... Discriminator Loss: 0.9392... Generator Loss: 1.6007
Epoch 25/25... Discriminator Loss: 0.8813... Generator Loss: 2.4585
Epoch 25/25... Discriminator Loss: 1.0701... Generator Loss: 2.6056
Epoch 25/25... Discriminator Loss: 1.5229... Generator Loss: 1.8323
Epoch 25/25... Discriminator Loss: 1.1072... Generator Loss: 1.5030
Epoch 25/25... Discriminator Loss: 0.6448... Generator Loss: 2.8102
Epoch 25/25... Discriminator Loss: 0.9414... Generator Loss: 1.8833
Epoch 25/25... Discriminator Loss: 0.7292... Generator Loss: 1.7455
Epoch 25/25... Discriminator Loss: 0.7677... Generator Loss: 1.7074
Epoch 25/25... Discriminator Loss: 1.0830... Generator Loss: 1.5005
Epoch 25/25... Discriminator Loss: 0.9491... Generator Loss: 1.5835
Epoch 25/25... Discriminator Loss: 0.9762... Generator Loss: 1.8368
Epoch 25/25... Discriminator Loss: 0.6274... Generator Loss: 2.1556
Epoch 25/25... Discriminator Loss: 1.0270... Generator Loss: 2.4661
Epoch 25/25... Discriminator Loss: 0.9188... Generator Loss: 1.2041
Epoch 25/25... Discriminator Loss: 0.6151... Generator Loss: 2.2190
Epoch 25/25... Discriminator Loss: 0.8790... Generator Loss: 2.4462
Epoch 25/25... Discriminator Loss: 1.9160... Generator Loss: 0.6731
Epoch 25/25... Discriminator Loss: 1.0278... Generator Loss: 2.6372
Epoch 25/25... Discriminator Loss: 0.8863... Generator Loss: 1.7241
Epoch 25/25... Discriminator Loss: 0.9080... Generator Loss: 4.7428
Epoch 25/25... Discriminator Loss: 1.0631... Generator Loss: 2.0701
Epoch 25/25... Discriminator Loss: 0.7093... Generator Loss: 2.8439
Epoch 25/25... Discriminator Loss: 0.8490... Generator Loss: 1.9845
Epoch 25/25... Discriminator Loss: 0.6754... Generator Loss: 2.0487
Epoch 25/25... Discriminator Loss: 0.8644... Generator Loss: 2.5995
Epoch 25/25... Discriminator Loss: 1.0347... Generator Loss: 1.5702
Epoch 25/25... Discriminator Loss: 0.9519... Generator Loss: 2.0490
Epoch 25/25... Discriminator Loss: 1.1001... Generator Loss: 1.5128
Epoch 25/25... Discriminator Loss: 1.0069... Generator Loss: 2.5541
Epoch 25/25... Discriminator Loss: 0.9771... Generator Loss: 1.6738
Epoch 25/25... Discriminator Loss: 1.0155... Generator Loss: 1.0829
Epoch 25/25... Discriminator Loss: 1.1417... Generator Loss: 1.0678
Epoch 25/25... Discriminator Loss: 0.9819... Generator Loss: 1.7190
Epoch 25/25... Discriminator Loss: 0.6961... Generator Loss: 1.8925
Epoch 25/25... Discriminator Loss: 0.9741... Generator Loss: 1.8819
Epoch 25/25... Discriminator Loss: 1.0536... Generator Loss: 1.2989
Epoch 25/25... Discriminator Loss: 0.9194... Generator Loss: 2.4193
Epoch 25/25... Discriminator Loss: 0.7807... Generator Loss: 2.7035
Epoch 25/25... Discriminator Loss: 1.1131... Generator Loss: 0.9210
Epoch 25/25... Discriminator Loss: 0.8667... Generator Loss: 1.7805
Epoch 25/25... Discriminator Loss: 0.4554... Generator Loss: 2.3251
Epoch 25/25... Discriminator Loss: 0.9359... Generator Loss: 1.7361
Epoch 25/25... Discriminator Loss: 0.8650... Generator Loss: 1.8016
Epoch 25/25... Discriminator Loss: 1.0540... Generator Loss: 1.7148
Epoch 25/25... Discriminator Loss: 0.9110... Generator Loss: 1.5398
Epoch 25/25... Discriminator Loss: 1.1167... Generator Loss: 2.0835
Epoch 25/25... Discriminator Loss: 0.9095... Generator Loss: 1.9860
Epoch 25/25... Discriminator Loss: 1.3046... Generator Loss: 1.1092
Epoch 25/25... Discriminator Loss: 0.9365... Generator Loss: 2.0608
Epoch 25/25... Discriminator Loss: 0.8677... Generator Loss: 2.5399
Epoch 25/25... Discriminator Loss: 1.0452... Generator Loss: 2.1281
Epoch 25/25... Discriminator Loss: 0.7202... Generator Loss: 1.8603
Epoch 25/25... Discriminator Loss: 0.8940... Generator Loss: 2.8361
Epoch 25/25... Discriminator Loss: 0.8663... Generator Loss: 1.7646
Epoch 25/25... Discriminator Loss: 0.7870... Generator Loss: 1.5822
Epoch 25/25... Discriminator Loss: 1.3287... Generator Loss: 3.3759
Epoch 25/25... Discriminator Loss: 0.8938... Generator Loss: 1.8398
Epoch 25/25... Discriminator Loss: 0.9789... Generator Loss: 1.7639
Epoch 25/25... Discriminator Loss: 0.8957... Generator Loss: 2.0938
Epoch 25/25... Discriminator Loss: 0.8520... Generator Loss: 1.9615
Epoch 25/25... Discriminator Loss: 1.0994... Generator Loss: 3.8539
Epoch 25/25... Discriminator Loss: 0.8989... Generator Loss: 1.5894
Epoch 25/25... Discriminator Loss: 0.8411... Generator Loss: 1.4466
Epoch 25/25... Discriminator Loss: 1.1608... Generator Loss: 1.1188
Epoch 25/25... Discriminator Loss: 1.0569... Generator Loss: 1.6178
Epoch 25/25... Discriminator Loss: 0.7380... Generator Loss: 2.6417
Epoch 25/25... Discriminator Loss: 0.8179... Generator Loss: 3.6599
Epoch 25/25... Discriminator Loss: 0.8501... Generator Loss: 1.8136
Epoch 25/25... Discriminator Loss: 0.6188... Generator Loss: 1.5134
Epoch 25/25... Discriminator Loss: 1.1386... Generator Loss: 2.0858
Epoch 25/25... Discriminator Loss: 1.0269... Generator Loss: 2.1107
Epoch 25/25... Discriminator Loss: 1.0031... Generator Loss: 1.5652
Epoch 25/25... Discriminator Loss: 0.9675... Generator Loss: 1.9185
Epoch 25/25... Discriminator Loss: 0.6838... Generator Loss: 2.5815
Epoch 25/25... Discriminator Loss: 0.9570... Generator Loss: 1.1685
Epoch 25/25... Discriminator Loss: 0.8491... Generator Loss: 1.8765
Epoch 25/25... Discriminator Loss: 1.0850... Generator Loss: 2.3449
Epoch 25/25... Discriminator Loss: 0.9235... Generator Loss: 1.8582
Epoch 25/25... Discriminator Loss: 0.8670... Generator Loss: 1.7418
Epoch 25/25... Discriminator Loss: 0.7276... Generator Loss: 1.9777
Epoch 25/25... Discriminator Loss: 0.9220... Generator Loss: 1.2975
Epoch 25/25... Discriminator Loss: 0.6688... Generator Loss: 2.2679
Epoch 25/25... Discriminator Loss: 0.6422... Generator Loss: 2.9275
Epoch 25/25... Discriminator Loss: 1.1081... Generator Loss: 1.9888
Epoch 25/25... Discriminator Loss: 1.1651... Generator Loss: 1.7672
Epoch 25/25... Discriminator Loss: 0.8528... Generator Loss: 1.8555
Epoch 25/25... Discriminator Loss: 0.8480... Generator Loss: 3.7097
Epoch 25/25... Discriminator Loss: 0.7866... Generator Loss: 1.7802
Epoch 25/25... Discriminator Loss: 1.0836... Generator Loss: 2.4111
Epoch 25/25... Discriminator Loss: 0.8411... Generator Loss: 1.5046
Epoch 25/25... Discriminator Loss: 1.0425... Generator Loss: 2.7146
Epoch 25/25... Discriminator Loss: 0.6352... Generator Loss: 3.1541
Epoch 25/25... Discriminator Loss: 0.7796... Generator Loss: 2.4547
Epoch 25/25... Discriminator Loss: 1.2613... Generator Loss: 2.8093
Epoch 25/25... Discriminator Loss: 0.9738... Generator Loss: 1.6886
Epoch 25/25... Discriminator Loss: 0.8261... Generator Loss: 1.4712
Epoch 25/25... Discriminator Loss: 0.8946... Generator Loss: 1.8546
Epoch 25/25... Discriminator Loss: 1.2624... Generator Loss: 2.8047
Epoch 25/25... Discriminator Loss: 1.0553... Generator Loss: 1.6101

Submitting This Project

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.